Mini_Project_AB
Aidan Borkan
2024-02-19
#load our libraries
Let’s load the MIMIC-III diagnosis table and PRESCRIPTIONS
(DIAGNOSES_ICD) - remember from the MIMIC-III data
dictionary that the text labels for the ICD codes are available in the
dictonary table (D_ICD_DIAGNOSES). To make our lives a
little bit easier, let’s join these tables together and have a single
mimic_diagnoses. Just as an aside, because all tables have
a ROW_ID field, BigQuery doesn’t always join nicely. I will remove the
ROW_ID column from both tables so that this isn’t an issue.
# we create a table object for the mimic data
#modify for prescriptions
prescriptions <- tbl(con, 'mimic3_demo.PRESCRIPTIONS') %>%
select(-ROW_ID)
d_icd_diagnoses <- tbl(con, 'mimic3_demo.DIAGNOSES_ICD') %>%
select(-ROW_ID)
mimic_diagnoses <- prescriptions %>%
left_join(d_icd_diagnoses, by = c("SUBJECT_ID"="SUBJECT_ID")) %>%
collect(page_size = 10000)Now that we have our data, let’s inspect the first few rows to see what we’re working with.
head(mimic_diagnoses)## # A tibble: 6 × 21
## SUBJECT_ID HADM_ID_x ICUSTAY_ID STARTDATE ENDDATE
## <int> <int> <int> <dttm> <dttm>
## 1 10045 126949 203766 2129-11-28 00:00:00 2129-11-29 00:00:00
## 2 10045 126949 203766 2129-11-28 00:00:00 2129-11-29 00:00:00
## 3 10045 126949 203766 2129-11-28 00:00:00 2129-11-29 00:00:00
## 4 10045 126949 203766 2129-11-28 00:00:00 2129-11-29 00:00:00
## 5 10045 126949 203766 2129-11-28 00:00:00 2129-11-29 00:00:00
## 6 10045 126949 203766 2129-11-28 00:00:00 2129-11-29 00:00:00
## # ℹ 16 more variables: DRUG_TYPE <chr>, DRUG <chr>, DRUG_NAME_POE <chr>,
## # DRUG_NAME_GENERIC <chr>, FORMULARY_DRUG_CD <chr>, GSN <chr>, NDC <chr>,
## # PROD_STRENGTH <chr>, DOSE_VAL_RX <chr>, DOSE_UNIT_RX <chr>,
## # FORM_VAL_DISP <chr>, FORM_UNIT_DISP <chr>, ROUTE <chr>, HADM_ID_y <int>,
## # SEQ_NUM <int>, ICD9_CODE <chr>#let’s find out how many unqiue patients we have in our dataset using n_distinct
n_distinct(mimic_diagnoses$SUBJECT_ID)## [1] 94#alternatively
summary(mimic_diagnoses)## SUBJECT_ID HADM_ID_x ICUSTAY_ID
## Min. :10006 Min. :100375 Min. :201006
## 1st Qu.:40595 1st Qu.:145024 1st Qu.:217992
## Median :41976 Median :160445 Median :253931
## Mean :37317 Mean :157937 Mean :252006
## 3rd Qu.:41976 3rd Qu.:176016 3rd Qu.:281609
## Max. :44228 Max. :199395 Max. :298685
## NA's :146586
## STARTDATE ENDDATE
## Min. :2102-08-29 00:00:00.00 Min. :2102-08-30 00:00:00.00
## 1st Qu.:2145-07-15 00:00:00.00 1st Qu.:2145-07-19 00:00:00.00
## Median :2199-02-01 00:00:00.00 Median :2199-02-05 00:00:00.00
## Mean :2178-12-16 08:37:15.61 Mean :2178-12-19 06:07:23.42
## 3rd Qu.:2201-08-11 00:00:00.00 3rd Qu.:2201-08-13 00:00:00.00
## Max. :2202-10-11 00:00:00.00 Max. :2202-10-11 00:00:00.00
## NA's :9
## DRUG_TYPE DRUG DRUG_NAME_POE DRUG_NAME_GENERIC
## Length:510901 Length:510901 Length:510901 Length:510901
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## FORMULARY_DRUG_CD GSN NDC PROD_STRENGTH
## Length:510901 Length:510901 Length:510901 Length:510901
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## DOSE_VAL_RX DOSE_UNIT_RX FORM_VAL_DISP FORM_UNIT_DISP
## Length:510901 Length:510901 Length:510901 Length:510901
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
##
## ROUTE HADM_ID_y SEQ_NUM ICD9_CODE
## Length:510901 Min. :100375 Min. : 1.00 Length:510901
## Class :character 1st Qu.:145024 1st Qu.: 5.00 Class :character
## Mode :character Median :155297 Median : 9.00 Mode :character
## Mean :156842 Mean :10.63
## 3rd Qu.:175880 3rd Qu.:15.00
## Max. :199395 Max. :37.00
## #SELECT DRUG_TYPE, COUNT(*)
#FROM mimic_diagnoses
# BY DRUG_TYPE;
result <- sqldf("SELECT DRUG_TYPE, COUNT(*) as Count FROM mimic_diagnoses GROUP BY DRUG_TYPE")
print(result)## DRUG_TYPE Count
## 1 ADDITIVE 1703
## 2 BASE 130702
## 3 MAIN 378496#distribution of drug types
# Check the distribution of DRUG_TYPE
table(mimic_diagnoses$DRUG_TYPE)##
## ADDITIVE BASE MAIN
## 1703 130702 378496#plot
ggplot(mimic_diagnoses, aes(x = DRUG_TYPE)) +
geom_bar() +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1))
#we want to connect to OMOP
#connect to OMOP
omop <- DBI::dbConnect(drv = bigquery(), project = 'learnclinicaldatascience')
#learnclinicaldatascience::connect_to_bigquery()
#lets recall that drug_exposure is going to contain our medications
# Connect to the drug_exposure table
drug_exposure <- tbl(con, 'mimic3_demo_omop.drug_exposure')
# Connect to the concept table (already done in my previous code)
concept <- tbl(con, 'mimic3_demo_omop.concept')
# Join the drug_exposure table with the concept table to get medication descriptions
omop_mimic_prescriptions <- drug_exposure %>%
left_join(concept, by = c('drug_concept_id' = 'concept_id')) %>%
collect()#inspect the first few rows
head(omop_mimic_prescriptions)## # A tibble: 6 × 32
## drug_exposure_id person_id drug_concept_id drug_exposure_start_date
## <int> <int> <int> <date>
## 1 928334 922926 40223140 2144-07-11
## 2 926555 922913 40223140 2148-01-13
## 3 924963 922901 19020131 2192-12-01
## 4 926955 922920 19020131 2198-07-04
## 5 927054 922920 19020131 2198-06-29
## 6 929108 922939 19020131 2145-12-01
## # ℹ 28 more variables: drug_exposure_start_datetime <dttm>,
## # drug_exposure_end_date <date>, drug_exposure_end_datetime <dttm>,
## # verbatim_end_date <date>, drug_type_concept_id <int>, stop_reason <chr>,
## # refills <int>, quantity <dbl>, days_supply <int>, sig <chr>,
## # route_concept_id <int>, lot_number <chr>, provider_id <int>,
## # visit_occurrence_id <int>, visit_detail_id <int>, drug_source_value <chr>,
## # drug_source_concept_id <int>, route_source_value <chr>, …#I want to know how many patients (unique) are in this dataset
# Connect to the person table
person <- tbl(con, 'mimic3_demo_omop.person')
# Count the number of unique person_ids (unique patients)
unique_patients_count <- person %>%
summarize(n_unique_patients = n_distinct(person_id)) %>%
collect()print(unique_patients_count)## # A tibble: 1 × 1
## n_unique_patients
## <int>
## 1 100#I want to know how many unique drugs are in this dataset
# First, let's calculate the count of prescriptions for each drug_concept_id
drug_counts <- omop_mimic_prescriptions %>%
group_by(drug_concept_id) %>%
summarize(count = n()) %>%
arrange(desc(count)) %>%
ungroup()#print and plot distribution
#print(drugs_counts)
# Now, plot the distribution of drug prescription counts
ggplot(drug_counts, aes(x = reorder(drug_concept_id, -count), y = count)) +
geom_bar(stat = "identity") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(x = "Drug Concept ID", y = "Prescription Count", title = "Distribution of Drug Prescriptions")
#this did not work#hmm that was not quite right
# Assuming 'con' is your database connection
drug_exposure <- tbl(con, 'mimic3_demo_omop.drug_exposure')
concept <- tbl(con, 'mimic3_demo_omop.concept')
# Join drug_exposure with concept to get drug type descriptions
drug_types <- drug_exposure %>%
left_join(concept, by = c('drug_type_concept_id' = 'concept_id')) %>%
select(drug_type_concept_id, drug_type_name = concept_name) %>%
collect()
# Count occurrences of each drug type
drug_type_counts <- drug_types %>%
group_by(drug_type_name) %>%
summarize(count = n()) %>%
arrange(desc(count)) %>%
ungroup()
# Plot the distribution of drug types
ggplot(drug_type_counts, aes(x = reorder(drug_type_name, -count), y = count, fill = drug_type_name)) +
geom_bar(stat = "identity") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 90, hjust = 1)) +
labs(x = "Drug Type", y = "Count", title = "Distribution of Drug Types in OMOP") +
guides(fill=guide_legend(title="Drug Types"))
#let's check completeness for OMOP and Mimic
# Check for completeness in essential medication order fields
# Check for completeness in essential fields
incomplete_records <- mimic_diagnoses %>%
filter(is.na(DRUG) | is.na(DOSE_VAL_RX) | is.na(DOSE_UNIT_RX) | is.na(ROUTE) | is.na(ICD9_CODE)) %>%
summarise(count_incomplete = n()) %>%
collect()
print(incomplete_records)## # A tibble: 1 × 1
## count_incomplete
## <int>
## 1 0#let’s check the temporal element
# Find the earliest STARTDATE
earliest_date <- mimic_diagnoses %>%
summarize(earliest = min(STARTDATE, na.rm = TRUE)) %>%
collect()
# Find the latest ENDDATE
latest_date <- mimic_diagnoses %>%
summarize(latest = max(ENDDATE, na.rm = TRUE)) %>%
collect()
# Print the earliest and latest dates
print(earliest_date)## # A tibble: 1 × 1
## earliest
## <dttm>
## 1 2102-08-29 00:00:00print(latest_date)## # A tibble: 1 × 1
## latest
## <dttm>
## 1 2202-10-11 00:00:00#let’s check the temporal element for OMOP
# Find the earliest drug_exposure_start_date
earliest_date_omop <- omop_mimic_prescriptions %>%
summarize(earliest = min(drug_exposure_start_date, na.rm = TRUE)) %>%
collect()
# Find the latest drug_exposure_end_date
latest_date_omop <- omop_mimic_prescriptions %>%
summarize(latest = max(drug_exposure_end_date, na.rm = TRUE)) %>%
collect()
# Print the earliest and latest dates
print(earliest_date_omop)## # A tibble: 1 × 1
## earliest
## <date>
## 1 2102-08-29print(latest_date_omop)## # A tibble: 1 × 1
## latest
## <date>
## 1 2202-10-11#let's try to find temporal inconsisteis
temporal_inconsistencies <- mimic_diagnoses %>%
filter(STARTDATE > ENDDATE |
STARTDATE < earliest_date$earliest |
ENDDATE > latest_date$latest) %>%
summarise(count_temporal_issues = n()) %>%
collect()
# Print the count of temporal inconsistencies
print(temporal_inconsistencies)## # A tibble: 1 × 1
## count_temporal_issues
## <int>
## 1 2547#let’s do the same for OMOP
# Find the earliest and latest dates in the drug exposure data
date_range <- omop_mimic_prescriptions %>%
summarize(
earliest_start_date = min(drug_exposure_start_date, na.rm = TRUE),
latest_end_date = max(drug_exposure_end_date, na.rm = TRUE)
) %>%
collect()
# Print the earliest and latest dates
print(date_range)## # A tibble: 1 × 2
## earliest_start_date latest_end_date
## <date> <date>
## 1 2102-08-29 2202-10-11# Check for records where the drug exposure start date is after the end date
temporal_inconsistencies_omop <- omop_mimic_prescriptions %>%
filter(drug_exposure_start_date > drug_exposure_end_date) %>%
summarize(count_temporal_issues = n()) %>%
collect()
# Print the count of temporal inconsistencies
print(temporal_inconsistencies)## # A tibble: 1 × 1
## count_temporal_issues
## <int>
## 1 2547#scripts per patient: atemporal data density
# Calculate the number of prescriptions per patient
prescriptions_per_patient <- omop_mimic_prescriptions %>%
group_by(person_id) %>%
summarize(num_prescriptions = n(), .groups = 'drop') %>%
collect()
# View summary statistics for prescriptions per patient
summary(prescriptions_per_patient$num_prescriptions)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 20.0 76.5 186.0 572.5 511.0 8090.0ggplot(prescriptions_per_patient, aes(x = num_prescriptions)) +
geom_histogram(binwidth = 1, fill = "dodgerblue", color = "black") +
theme_minimal() +
labs(title = "Distribution of Prescription Counts per Patient",
x = "Number of Prescriptions",
y = "Count of Patients")
#of note the same amount of temporal distribution issues arise within
omop and Mimic #we have a wide spread of prescription counts per patient
in omop - however we have outliers #I will take suggestions from
stackoverflow #try a log transformation
ggplot(prescriptions_per_patient, aes(x = log1p(num_prescriptions))) +
geom_histogram(fill = "dodgerblue", color = "black") +
theme_minimal() +
labs(title = "Log Distribution of Prescription Counts per Patient",
x = "Log of Number of Prescriptions",
y = "Count of Patients") +
theme(axis.text.x = element_text(angle = 90, hjust = 1))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#let’s check the same for Mimic
# Calculate the number of prescriptions per patient
prescriptions_per_patient_mimic <- mimic_diagnoses %>%
group_by(SUBJECT_ID) %>%
summarize(num_prescriptions = n(), .groups = 'drop') %>%
collect()
# View summary statistics for prescriptions per patient
summary(prescriptions_per_patient_mimic$num_prescriptions)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 60 388 940 5435 1865 308028ggplot(prescriptions_per_patient_mimic, aes(x = num_prescriptions)) +
geom_histogram(binwidth = 1, fill = "dodgerblue", color = "black") +
theme_minimal() +
labs(title = "Distribution of Prescription Counts per Patient",
x = "Number of Prescriptions",
y = "Count of Patients")
#let’s perform a similar log transformation
ggplot(prescriptions_per_patient_mimic, aes(x = log1p(num_prescriptions))) +
geom_histogram(fill = "dodgerblue", color = "black") +
theme_minimal() +
labs(title = "Log Distribution of Prescription Counts per Patient",
x = "Log of Number of Prescriptions",
y = "Count of Patients") +
theme(axis.text.x = element_text(angle = 90, hjust = 1))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#let’s compare the summary stats for omop and mimic
summary(prescriptions_per_patient$num_prescriptions)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 20.0 76.5 186.0 572.5 511.0 8090.0summary(prescriptions_per_patient_mimic$num_prescriptions)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 60 388 940 5435 1865 308028#All metrics for min, 1st quantile, Median, mean, 3rd quantile, max are higher for mimic than they are for omop
#temporal density (e.g., events/year or events/month and compare across time)
# Calculate the number of prescriptions per year
prescriptions_per_year <- omop_mimic_prescriptions %>%
mutate(year = year(drug_exposure_start_date)) %>%
group_by(year) %>%
summarize(num_prescriptions = n(), .groups = 'drop') %>%
collect()
# View the number of prescriptions per year
print(prescriptions_per_year)## # A tibble: 73 × 2
## year num_prescriptions
## <dbl> <int>
## 1 2102 52
## 2 2104 203
## 3 2105 116
## 4 2106 41
## 5 2107 2519
## 6 2110 18
## 7 2111 172
## 8 2112 415
## 9 2115 92
## 10 2117 434
## # ℹ 63 more rows#Plot the number of prescriptions per year
ggplot(prescriptions_per_year, aes(x = year, y = num_prescriptions)) +
geom_line(color = "dodgerblue") +
theme_minimal() +
labs(title = "Number of Prescriptions per Year",
x = "Year",
y = "Number of Prescriptions")## Warning: Removed 1 row containing missing values (`geom_line()`).
#interesting pattern that appears to repeat of flat baseline and
periodic spikes #now that we have checked scripts per patient lets look
at overall to see if the trends hold #let’s do the same for mimic
# Calculate the number of prescriptions per year
prescriptions_per_year_mimic <- mimic_diagnoses %>%
mutate(year = year(STARTDATE)) %>%
group_by(year) %>%
summarize(num_prescriptions = n(), .groups = 'drop') %>%
collect()
# View the number of prescriptions per year
print(prescriptions_per_year_mimic)## # A tibble: 69 × 2
## year num_prescriptions
## <dbl> <int>
## 1 2102 611
## 2 2104 4556
## 3 2105 1456
## 4 2106 248
## 5 2107 15855
## 6 2110 288
## 7 2111 1584
## 8 2112 2815
## 9 2115 1196
## 10 2117 2458
## # ℹ 59 more rows# Plot the number of prescriptions per year
ggplot(prescriptions_per_year_mimic, aes(x = year, y = num_prescriptions)) +
geom_line(color = "dodgerblue") +
theme_minimal() +
labs(title = "Number of Prescriptions per Year",
x = "Year",
y = "Number of Prescriptions")
#let’s compare the summary stats for omop and mimic
summary(prescriptions_per_year$num_prescriptions)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 2.0 72.0 162.0 776.4 499.0 24738.0summary(prescriptions_per_year_mimic$num_prescriptions)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 90 529 1196 7404 3603 89642#All metrics for min, 1st quantile, Median, mean, 3rd quantile, max are higher for mimic than they are for omop #The plots are shockingly different - MIMIC has a way higher jump from baseline - let’s plot both and overlay
#let's plot the number of prescriptions per year
ggplot(prescriptions_per_year, aes(x = year, y = num_prescriptions)) +
geom_line(color = "dodgerblue") +
theme_minimal() +
labs(title = "Number of Prescriptions per Year",
x = "Year",
y = "Number of Prescriptions") +
geom_line(data = prescriptions_per_year_mimic, aes(x = year, y = num_prescriptions), color = "red")## Warning: Removed 1 row containing missing values (`geom_line()`).
ggplot(prescriptions_per_year, aes(x = year, y = num_prescriptions)) +
geom_line(color = "dodgerblue") +
theme_minimal() +
labs(title = "Number of Prescriptions per Year",
x = "Year",
y = "Number of Prescriptions")## Warning: Removed 1 row containing missing values (`geom_line()`).
#so we know that prescripts per patient and prescriptions per year are
vastly different between omop and mimic datasets #I would have expected
the number of presriptions per patient to at least be more simmilar
#let’s perform an investigation ’’’ Take at least one of the
inconsistencies that you identify in the data quality check stage and
try to understand how they arose from the ETL process. Propose at least
2 explanations for the data differences you are seeing and how the data
support those explanations. (e.g., don’t just say, “the mapping must be
incomplete” – show that it is incomplete by exploring the data and
presenting examples of unmapped data). ’’’
#let's check the number of prescriptions peryear as histograms
ggplot(prescriptions_per_year, aes(x = num_prescriptions)) +
geom_histogram(binwidth = 1, fill = "dodgerblue", color = "black", alpha = 0.05) +
theme_minimal() +
labs(title = "Distribution of Prescription Counts per Year",
x = "Number of Prescriptions",
y = "Count of Years")
ggplot(prescriptions_per_year_mimic, aes(x = num_prescriptions)) +
geom_histogram(binwidth = 1, fill = "dodgerblue", color = "black", alpha = 0.05) +
theme_minimal() +
labs(title = "Distribution of Prescription Counts per Year",
x = "Number of Prescriptions",
y = "Count of Years")
#hmm interesting. We should try to control for outliers with a log
transformation
ggplot(prescriptions_per_year, aes(x = log1p(num_prescriptions))) +
geom_histogram(fill = "dodgerblue", color = "black") +
theme_minimal() +
labs(title = "Log Distribution of Prescription Counts per Year",
x = "Log of Number of Prescriptions",
y = "Count of Years") +
theme(axis.text.x = element_text(angle = 90, hjust = 1))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
ggplot(prescriptions_per_year_mimic, aes(x = log1p(num_prescriptions))) +
geom_histogram(fill = "dodgerblue", color = "black") +
theme_minimal() +
labs(title = "Log Distribution of Prescription Counts per Year",
x = "Log of Number of Prescriptions",
y = "Count of Years") +
theme(axis.text.x = element_text(angle = 90, hjust = 1))## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#let’s compare the summary stats for omop and mimic
summary(log1p(prescriptions_per_year$num_prescriptions))## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.099 4.290 5.094 5.269 6.215 10.116summary(log1p(prescriptions_per_year_mimic$num_prescriptions))## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 4.511 6.273 7.088 7.382 8.190 11.404#This is really surprising - when log transformed the differences decrease and suddenly mimic has higher metrics across the board. #There could be a higher bar for acceptance criteria in omop than in mimic for how prescriptions are cataloged or maybe mimic is using fewer sources for the data? #let’s check the sources for the data
# Check the sources for the data
omop_mimic_prescriptions %>%
select(drug_source_value) %>%
distinct() %>%
collect()## # A tibble: 1,186 × 1
## drug_source_value
## <chr>
## 1 00409176230
## 2 00074176201
## 3 00245010450
## 4 00574705050
## 5 00074176230
## 6 51079055271
## 7 63323064907
## 8 00904052361
## 9 58177023811
## 10 60793010401
## # ℹ 1,176 more rows#finding the amount of sources is more difficult than I anticipated
# Check the sources for the data
#on no we do not have that
# Assuming 'source_column' represents the source of prescriptions in your table#let’s inspect
# Inspect unique values in DRUG_TYPE
unique_drug_types <- unique(mimic_diagnoses$DRUG_TYPE)
print(unique_drug_types)## [1] "BASE" "MAIN" "ADDITIVE"# Inspect unique values in DRUG
unique_drugs <- unique(mimic_diagnoses$DRUG)
print(unique_drugs)## [1] "LR"
## [2] "NS"
## [3] "Ny"
## [4] "SW"
## [5] "AMP"
## [6] "Bag"
## [7] "D5W"
## [8] "D5LR"
## [9] "D5NS"
## [10] "Soln"
## [11] "Vial"
## [12] "Mesna"
## [13] "Senna"
## [14] "Soln."
## [15] "tucks"
## [16] "1/2 NS"
## [17] "Acular"
## [18] "Exelon"
## [19] "Hespan"
## [20] "Pletal"
## [21] "Propra"
## [22] "Unasyn"
## [23] "Albumin"
## [24] "Aspirin"
## [25] "Danazol"
## [26] "Dapsone"
## [27] "Desitin"
## [28] "Digoxin"
## [29] "Esmolol"
## [30] "Heparin"
## [31] "Insulin"
## [32] "Lumigan"
## [33] "Nadolol"
## [34] "Namenda"
## [35] "Syringe"
## [36] "Tarceva"
## [37] "Vigamox"
## [38] "Xopenex"
## [39] "Atenolol"
## [40] "Baclofen"
## [41] "Caphosol"
## [42] "CefePIME"
## [43] "Cefepime"
## [44] "Creon 10"
## [45] "Creon 12"
## [46] "Cromolyn"
## [47] "D5 1/2NS"
## [48] "DOPamine"
## [49] "Diazepam"
## [50] "DopAmine"
## [51] "Dostinex"
## [52] "Gelclair"
## [53] "Glucagon"
## [54] "Golytely"
## [55] "Naloxone"
## [56] "Naproxen"
## [57] "Nystatin"
## [58] "Propofol"
## [59] "Rifampin"
## [60] "Solution"
## [61] "Thiamine"
## [62] "Ursodiol"
## [63] "Warfarin"
## [64] "traMADOL"
## [65] "Acyclovir"
## [66] "Adenosine"
## [67] "Albuterol"
## [68] "Bisacodyl"
## [69] "Captopril"
## [70] "CefazoLIN"
## [71] "Cefazolin"
## [72] "CloniDINE"
## [73] "Diltiazem"
## [74] "Docetaxel"
## [75] "Donepezil"
## [76] "Doxazosin"
## [77] "Etomidate"
## [78] "Etoposide"
## [79] "GlipiZIDE"
## [80] "Glipizide"
## [81] "Glyburide"
## [82] "Isoniazid"
## [83] "Ketorolac"
## [84] "Labetalol"
## [85] "Lactulose"
## [86] "Lidocaine"
## [87] "Linezolid"
## [88] "Lorazepam"
## [89] "Meclizine"
## [90] "Meropenem"
## [91] "Metformin"
## [92] "Methadone"
## [93] "Midazolam"
## [94] "Midodrine"
## [95] "Milrinone"
## [96] "Minoxidil"
## [97] "Nafcillin"
## [98] "Normocarb"
## [99] "Oxycodone"
## [100] "Phenytoin"
## [101] "Quinapril"
## [102] "Rifaximin"
## [103] "Rituximab"
## [104] "Sevelamer"
## [105] "Sirolimus"
## [106] "Tirofiban"
## [107] "Torsemide"
## [108] "Valsartan"
## [109] "Viokase-8"
## [110] "Vitamin D"
## [111] "traZODONE"
## [112] "Albumin 5%"
## [113] "Alprazolam"
## [114] "Amiodarone"
## [115] "Amlodipine"
## [116] "Ampicillin"
## [117] "Aspirin EC"
## [118] "Calcitriol"
## [119] "Carvedilol"
## [120] "Cephalexin"
## [121] "Cilostazol"
## [122] "Cimetidine"
## [123] "Cinacalcet"
## [124] "Citalopram"
## [125] "Clonazepam"
## [126] "Cytarabine"
## [127] "DOBUTamine"
## [128] "Daptomycin"
## [129] "Dobutamine"
## [130] "Dronabinol"
## [131] "Duloxetine"
## [132] "Famotidine"
## [133] "Felodipine"
## [134] "Filgrastim"
## [135] "Flumazenil"
## [136] "FoLIC Acid"
## [137] "Folic Acid"
## [138] "Fosinopril"
## [139] "Furosemide"
## [140] "Gabapentin"
## [141] "Gentamicin"
## [142] "Imipramine"
## [143] "Lamivudine"
## [144] "Lisinopril"
## [145] "Loperamide"
## [146] "Meperidine"
## [147] "Metolazone"
## [148] "Metoprolol"
## [149] "Nephrocaps"
## [150] "Nesiritide"
## [151] "Olanzapine"
## [152] "Omeprazole"
## [153] "Oxybutynin"
## [154] "Paclitaxel"
## [155] "Paroxetine"
## [156] "Phosphorus"
## [157] "PredniSONE"
## [158] "Prednisone"
## [159] "Pregabalin"
## [160] "Ranitidine"
## [161] "Sertraline"
## [162] "Sucralfate"
## [163] "Tacrolimus"
## [164] "Tamsulosin"
## [165] "Tizanidine"
## [166] "Tocopheryl"
## [167] "Vancomycin"
## [168] "Zonisamide"
## [169] "sodium bic"
## [170] "5% Dextrose"
## [171] "Allopurinol"
## [172] "Basiliximab"
## [173] "Benzonatate"
## [174] "Cabergoline"
## [175] "Candesartan"
## [176] "Carboplatin"
## [177] "CefTRIAXone"
## [178] "CeftAZIDime"
## [179] "CeftazIDIME"
## [180] "Ceftazidime"
## [181] "CeftriaXONE"
## [182] "Ceftriaxone"
## [183] "Clindamycin"
## [184] "Clopidogrel"
## [185] "Cosyntropin"
## [186] "DOXOrubicin"
## [187] "Dextrose 5%"
## [188] "Enalaprilat"
## [189] "Epinephrine"
## [190] "Finasteride"
## [191] "Fleet Enema"
## [192] "Fluconazole"
## [193] "Ganciclovir"
## [194] "Guaifenesin"
## [195] "Haloperidol"
## [196] "HydrALAzine"
## [197] "Hydroxyurea"
## [198] "Hyoscyamine"
## [199] "Methimazole"
## [200] "Mineral Oil"
## [201] "Mirtazapine"
## [202] "Neostigmine"
## [203] "Neutra-Phos"
## [204] "Ondansetron"
## [205] "Pravastatin"
## [206] "Propranolol"
## [207] "Risperidone"
## [208] "Simethicone"
## [209] "Simvastatin"
## [210] "Tolterodine"
## [211] "Vasopressin"
## [212] "Xopenex Neb"
## [213] "Ziprasidone"
## [214] "Atorvastatin"
## [215] "Azithromycin"
## [216] "Clotrimazole"
## [217] "Dextrose 50%"
## [218] "Epidural Bag"
## [219] "Epoetin Alfa"
## [220] "Erythromycin"
## [221] "Fosphenytoin"
## [222] "GlipiZIDE XL"
## [223] "Heparin CRRT"
## [224] "Indomethacin"
## [225] "Lansoprazole"
## [226] "Levofloxacin"
## [227] "Lidocaine 1%"
## [228] "Lidocaine 2%"
## [229] "Mannitol 20%"
## [230] "Pantoprazole"
## [231] "Phytonadione"
## [232] "Promethazine"
## [233] "Pyrazinamide"
## [234] "Sarna Lotion"
## [235] "Thiamine HCl"
## [236] "Verapamil SR"
## [237] "Zinc Sulfate"
## [238] "sodium bicar"
## [239] "AcetaZOLamide"
## [240] "Acetaminophen"
## [241] "Albuterol MDI"
## [242] "Ascorbic Acid"
## [243] "Azithromycin "
## [244] "Ciprofloxacin"
## [245] "Clonidine HCl"
## [246] "Dexamethasone"
## [247] "Dicloxacillin"
## [248] "Hydromorphone"
## [249] "Labetalol HCl"
## [250] "LeVETiracetam"
## [251] "Levetiracetam"
## [252] "Methadone HCl"
## [253] "Metoprolol XL"
## [254] "Metronidazole"
## [255] "Midazolam HCl"
## [256] "Midodrine HCl"
## [257] "Moexipril HCl"
## [258] "Multivitamins"
## [259] "NIFEdipine CR"
## [260] "Nitroglycerin"
## [261] "Nortriptyline"
## [262] "PHENObarbital"
## [263] "PHENYLEPHrine"
## [264] "Phenylephrine"
## [265] "Sterile Water"
## [266] "sodium bicarb"
## [267] "traZODONE HCl"
## [268] "Acebutolol HCl"
## [269] "Albumin, Human"
## [270] "Amiodarone HCl"
## [271] "Amphotericin B"
## [272] "ChlorproMAZINE"
## [273] "Clarithromycin"
## [274] "Cyanocobalamin"
## [275] "Cyproheptadine"
## [276] "Demeclocycline"
## [277] "Ethambutol HCl"
## [278] "Fentanyl Patch"
## [279] "Glycopyrrolate"
## [280] "Heparin Flush "
## [281] "Heparin Sodium"
## [282] "Hydrocortisone"
## [283] "Loperamide HCl"
## [284] "Metoclopramide"
## [285] "NORepinephrine"
## [286] "NiCARdipine IV"
## [287] "Nicotine Patch"
## [288] "Norepinephrine"
## [289] "Nystatin Cream"
## [290] "Paroxetine HCl"
## [291] "Pyridoxine HCl"
## [292] "Sodium Bicarbo"
## [293] "Spironolactone"
## [294] "Tizanidine HCl"
## [295] "Vancomycin HCl"
## [296] "Venlafaxine XR"
## [297] "Calcium Acetate"
## [298] "Codeine Sulfate"
## [299] "D5W (EXCEL BAG)"
## [300] "DiphenhydrAMINE"
## [301] "Docusate Sodium"
## [302] "Epinephrine HCl"
## [303] "Epoprostenol Na"
## [304] "Famotidine (IV)"
## [305] "Ferrous Sulfate"
## [306] "HydrALAZINE HCl"
## [307] "Hydralazine HCl"
## [308] "Lacri-Lube Oint"
## [309] "Lactulose Enema"
## [310] "Magnesium Oxide"
## [311] "Multivitamin 12"
## [312] "Multivitamin IV"
## [313] "Ondansetron ODT"
## [314] "Phenazopyridine"
## [315] "Sodium Chloride"
## [316] "Succinylcholine"
## [317] "Syringe (Chemo)"
## [318] "*NF* Rasburicase"
## [319] "Acetaminophen IV"
## [320] "Artificial Tears"
## [321] "Atropine Sulfate"
## [322] "Bupivacaine 0.1%"
## [323] "Calcium Chloride"
## [324] "Capsaicin 0.025%"
## [325] "Carbamazepine XR"
## [326] "Ciprofloxacin IV"
## [327] "Cyclophosphamide"
## [328] "Fat Emulsion 20%"
## [329] "Fentanyl Citrate"
## [330] "Gammagard Liquid"
## [331] "HYDROmorphone-HP"
## [332] "Lactated Ringers"
## [333] "Levalbuterol HCl"
## [334] "Methylnaltrexone"
## [335] "Milk of Magnesia"
## [336] "Morphine Sulfate"
## [337] "Nitroglycerin SL"
## [338] "OxycoDONE Liquid"
## [339] "Phenytoin Sodium"
## [340] "Pioglitazone HCl"
## [341] "Prochlorperazine"
## [342] "Promethazine HCl"
## [343] "Sodium Chloride "
## [344] "Sodium Phosphate"
## [345] "Thioridazine HCl"
## [346] "Vancomycin Enema"
## [347] "Albumin 5% (25 g)"
## [348] "Albuterol Inhaler"
## [349] "Ampicillin Sodium"
## [350] "Bupivacaine 0.75%"
## [351] "Calcium Carbonate"
## [352] "Calcium Gluconate"
## [353] "Cepacol (Menthol)"
## [354] "Ciprofloxacin HCl"
## [355] "Enalapril Maleate"
## [356] "Enoxaparin Sodium"
## [357] "Ferrous Gluconate"
## [358] "Humulin-R Insulin"
## [359] "Magnesium Citrate"
## [360] "Magnesium Sulfate"
## [361] "Megestrol Acetate"
## [362] "Methylene Blue 1%"
## [363] "NS (Glass Bottle)"
## [364] "Nystatin Ointment"
## [365] "Pancrelipase 5000"
## [366] "Phenylephrine HCl"
## [367] "Scopolamine Patch"
## [368] "Sodium CITRATE 4%"
## [369] "Syringe (IV Room)"
## [370] "TraMADOL (Ultram)"
## [371] "Zolpidem Tartrate"
## [372] "Acetylcysteine 20%"
## [373] "Albuterol Neb Soln"
## [374] "Alendronate Sodium"
## [375] "Clotrimazole Cream"
## [376] "D5W (Glass Bottle)"
## [377] "Fleet Phospho-Soda"
## [378] "Gentamicin Sulfate"
## [379] "HYDROmorphone P.F."
## [380] "Heparin Lock Flush"
## [381] "Leucovorin Calcium"
## [382] "Lidocaine 5% Patch"
## [383] "Lidocaine Jelly 2%"
## [384] "Losartan Potassium"
## [385] "Methylprednisolone"
## [386] "Montelukast Sodium"
## [387] "NS (Mini Bag Plus)"
## [388] "Octreotide Acetate"
## [389] "Potassium Chloride"
## [390] "Propofol (Generic)"
## [391] "Sodium Bicarbonate"
## [392] "Tiotropium Bromide"
## [393] "Tobramycin Sulfate"
## [394] "Tuberculin Protein"
## [395] "Valganciclovir HCl"
## [396] "Vecuronium Bromide"
## [397] "Albumin 5% (12.5 g)"
## [398] "Bacitracin Ointment"
## [399] "DiphenhydrAMINE HCl"
## [400] "Diphenhydramine HCl"
## [401] "Dolasetron Mesylate"
## [402] "Doxycycline Hyclate"
## [403] "Fondaparinux Sodium"
## [404] "Hydrochlorothiazide"
## [405] "Methotrexate Sodium"
## [406] "Metoprolol Tartrate"
## [407] "Morphine Sulfate IR"
## [408] "Nystatin Oral Susp."
## [409] "Pantoprazole Sodium"
## [410] "Phenazopyridine HCl"
## [411] "Polyethylene Glycol"
## [412] "Potassium Phosphate"
## [413] "Prismasate (B22 K4)"
## [414] "Prismasate (B32 K2)"
## [415] "Pseudoephedrine HCl"
## [416] "Quetiapine Fumarate"
## [417] "Quinidine Gluconate"
## [418] "Ranitidine (Liquid)"
## [419] "0.9% Sodium Chloride"
## [420] "AcetaZOLamide Sodium"
## [421] "Albumin 25% (12.5 g)"
## [422] "Albumin 25% (12.5gm)"
## [423] "Ampicillin-Sulbactam"
## [424] "Benzocaine 20% Spray"
## [425] "Cefpodoxime Proxetil"
## [426] "Collagenase Ointment"
## [427] "Escitalopram Oxalate"
## [428] "Estrogens Conjugated"
## [429] "Ibuprofen Suspension"
## [430] "Iso-Osmotic Dextrose"
## [431] "Isosorbide Dinitrate"
## [432] "Levothyroxine Sodium"
## [433] "Lidocaine Viscous 2%"
## [434] "Miconazole Powder 2%"
## [435] "Nitroprusside Sodium"
## [436] "PENTObarbital Sodium"
## [437] "Rosuvastatin Calcium"
## [438] "Timolol Maleate 0.5%"
## [439] "*NF* Ertapenem Sodium"
## [440] "0.45% Sodium Chloride"
## [441] "0.83% Sodium Chloride"
## [442] "Albuterol-Ipratropium"
## [443] "Atovaquone Suspension"
## [444] "Bismuth Subsalicylate"
## [445] "Clopidogrel Bisulfate"
## [446] "Insulin Human Regular"
## [447] "Mycophenolate Mofetil"
## [448] "Papain 2.5 % Solution"
## [449] "Sodium Chloride Nasal"
## [450] "Sumatriptan Succinate"
## [451] "Timolol Maleate 0.25%"
## [452] "VinCRIStine (Oncovin)"
## [453] "Acetaminophen (Liquid)"
## [454] "Ascorbic Acid (Liquid)"
## [455] "Cisatracurium Besylate"
## [456] "Clindamycin Suspension"
## [457] "LeVETiracetam Solution"
## [458] "MetRONIDAZOLE (FLagyl)"
## [459] "Multiple Vitamins Liq."
## [460] "NS (Irrigation Bottle)"
## [461] "Nitroglycerin Oint. 2%"
## [462] "Penicillin G Potassium"
## [463] "Penicillin V Potassium"
## [464] "Pentamidine-Inhalation"
## [465] "Sulfameth/Trimethoprim"
## [466] "Vancomycin Oral Liquid"
## [467] "Acetaminophen w/Codeine"
## [468] "Chlorhexidine Gluconate"
## [469] "Citalopram Hydrobromide"
## [470] "Fludrocortisone Acetate"
## [471] "Hydrocortisone Na Succ."
## [472] "Influenza Virus Vaccine"
## [473] "Ipratropium Bromide MDI"
## [474] "Ipratropium Bromide Neb"
## [475] "Metoprolol Succinate XL"
## [476] "Morphine SR (MS Contin)"
## [477] "Oxycodone-Acetaminophen"
## [478] "Piperacillin-Tazobactam"
## [479] "sevelamer HYDROCHLORIDE"
## [480] "Albumin 5% (25g / 500mL)"
## [481] "Artificial Tear Ointment"
## [482] "Butalbital-Acet-Caffeine"
## [483] "Docusate Sodium (Liquid)"
## [484] "Ferrous Sulfate (Liquid)"
## [485] "HYDROmorphone (Dilaudid)"
## [486] "Isotonic Sodium Chloride"
## [487] "Methotrexate Sodium P.F."
## [488] "Multivitamins W/minerals"
## [489] "NS (Glass Bottle)"
## [490] "Nystatin Oral Suspension"
## [491] "Albuterol 0.083% Neb Soln"
## [492] "Divalproex Sod. Sprinkles"
## [493] "Donepezil 5 mg or Placebo"
## [494] "Hydrocodone-Acetaminophen"
## [495] "Sulfameth/Trimethoprim DS"
## [496] "Sulfameth/Trimethoprim SS"
## [497] "donepezil 5 mg or placebo"
## [498] "Albumin 25% (12.5g / 50mL)"
## [499] "Albumin 5% (12.5g / 250mL)"
## [500] "Diltiazem Extended-Release"
## [501] "Lansoprazole Oral Solution"
## [502] "Methylprednisolone Na Succ"
## [503] "Nitroglycerin Ointment 2%"
## [504] "Piperacillin-Tazobactam Na"
## [505] "Sterile Diluent for Flolan"
## [506] "Amoxicillin-Clavulanic Acid"
## [507] "Carbidopa-Levodopa (10-100)"
## [508] "Carbidopa-Levodopa (25-250)"
## [509] "Dexamethasone Sod Phosphate"
## [510] "Esmolol in Saline (Iso-osm)"
## [511] "Fluocinonide 0.05% Ointment"
## [512] "Heparin Flush (10 units/ml)"
## [513] "Hydrocortisone Na Succinate"
## [514] "Iso-Osmotic Sodium Chloride"
## [515] "Lidocaine Jelly 2% (Urojet)"
## [516] "Methylprednisolone Na Succ."
## [517] "PNEUMOcoccal Vac Polyvalent"
## [518] "Pneumococcal Vac Polyvalent"
## [519] "Potassium Chloride (Powder)"
## [520] "Sodium Chloride 0.9% Flush"
## [521] "Clonidine Patch 0.1 mg/24 hr"
## [522] "Clonidine Patch 0.3 mg/24 hr"
## [523] "Erythromycin 0.5% Ophth Oint"
## [524] "Fluticasone Propionate NASAL"
## [525] "Guaifenesin-Dextromethorphan"
## [526] "Heparin Flush (100 units/ml)"
## [527] "Lansoprazole Oral Suspension"
## [528] "MetFORMIN XR (Glucophage XR)"
## [529] "Nitrofurantoin (Macrodantin)"
## [530] "Nystatin-Triamcinolone Cream"
## [531] "Sodium Polystyrene Sulfonate"
## [532] "Sterile Water For Irrigation"
## [533] "Theophylline (Oral Solution)"
## [534] "Aluminum Hydroxide Suspension"
## [535] "Cetylpyridinium Chl (Cepacol)"
## [536] "Ciprofloxacin 0.3% Ophth Soln"
## [537] "Divalproex (EXTended Release)"
## [538] "Fluticasone Propionate 110mcg"
## [539] "Guaifenesin-Codeine Phosphate"
## [540] "Heparin Flush (5000 Units/mL)"
## [541] "Morphine Sulfate (Oral Soln.)"
## [542] "Oxycodone (Sustained Release)"
## [543] "Alteplase (Catheter Clearance)"
## [544] "Artificial Tears Preserv. Free"
## [545] "Calcium Replacement (Oncology)"
## [546] "Carbidopa-Levodopa CR (25-100)"
## [547] "MethylPREDNISolone Sodium Succ"
## [548] "OxycoDONE (Immediate Release) "
## [549] "OxycoDONE-Acetaminophen Elixir"
## [550] "Oxycodone-Acetaminophen Elixir"
## [551] "Propoxyphene Nap.-Apap (N-100)"
## [552] "Syringe (0.9% Sodium Chloride)"
## [553] "Fluticasone-Salmeterol (100/50)"
## [554] "Latanoprost 0.005% Ophth. Soln."
## [555] "Nystatin-Triamcinolone Ointment"
## [556] "Sodium Chloride 3% (Hypertonic)"
## [557] "Amino Acids 4.25% W/ Dextrose 5%"
## [558] "Citrate Dextrose 3% (ACD-A) CRRT"
## [559] "Fluticasone-Salmeterol (250/50) "
## [560] "Maalox/Diphenhydramine/Lidocaine"
## [561] "Brimonidine Tartrate 0.15% Ophth."
## [562] "Heparin Flush CVL (100 units/ml)"
## [563] "Heparin Flush PICC (100 units/ml)"
## [564] "Lidocaine 1%/Epinephrine 1:100000"
## [565] "Potassium Chl 20 mEq / 1000 mL NS"
## [566] "Potassium Chl 40 mEq / 1000 mL NS"
## [567] "Sulfameth/Trimethoprim Suspension"
## [568] "Dorzolamide 2%/Timolol 0.5% Ophth."
## [569] "Heparin Flush CRRT (5000 Units/mL)"
## [570] "Olanzapine (Disintegrating Tablet)"
## [571] "Potassium Chl 20 mEq / 1000 mL D5W"
## [572] "Potassium Chl 40 mEq / 1000 mL D5W"
## [573] "Potassium Chl 20 mEq / 1000 mL D5NS"
## [574] "0.9% Sodium Chloride (Mini Bag Plus)"
## [575] "Heparin Flush Hickman (100 units/ml)"
## [576] "Lansoprazole Oral Disintegrating Tab"
## [577] "PrednisoLONE Acetate 1% Ophth. Susp."
## [578] "Salmeterol Xinafoate Diskus (50 mcg)"
## [579] "Hepatitis B Immune Globulin (Nabi-HB)"
## [580] "Aluminum-Magnesium Hydrox.-Simethicone"
## [581] "Fluticasone-Salmeterol Diskus (100/50)"
## [582] "Fluticasone-Salmeterol Diskus (250/50) "
## [583] "Naphazoline-Pheniramine Ophth. Solution"
## [584] "Neomycin-Polymyxin-Dexameth Ophth. Oint"
## [585] "Chlorhexidine Gluconate 0.12% Oral Rinse"
## [586] "Potassium Chl 20 mEq / 1000 mL D5 1/2 NS"
## [587] "Potassium Chl 40 mEq / 1000 mL D5 1/2 NS"
## [588] "Bacitracin/Polymyxin B Sulfate Opht. Oint"
## [589] "Dextromethorphan-Guaifenesin (Sugar Free)"
## [590] "Isosorbide Mononitrate (Extended Release)"
## [591] "Morphine Sulfate (Concentrated Oral Soln)"
## [592] "Potassium Chloride Replacement (Oncology)"# Inspect unique values in DRUG_NAME_POE and DRUG_NAME_GENERIC
unique_drug_name_poe <- unique(mimic_diagnoses$DRUG_NAME_POE)
unique_drug_name_generic <- unique(mimic_diagnoses$DRUG_NAME_GENERIC)
print(unique_drug_name_poe)## [1] NA
## [2] "Ny"
## [3] "Senna"
## [4] "tucks"
## [5] "Acular"
## [6] "Exelon"
## [7] "Pletal"
## [8] "Propra"
## [9] "Albumin"
## [10] "Aspirin"
## [11] "Danazol"
## [12] "Dapsone"
## [13] "Desitin"
## [14] "Digoxin"
## [15] "Esmolol"
## [16] "Heparin"
## [17] "Insulin"
## [18] "Lumigan"
## [19] "Nadolol"
## [20] "Namenda"
## [21] "Tarceva"
## [22] "Vigamox"
## [23] "Xopenex"
## [24] "Atenolol"
## [25] "Baclofen"
## [26] "Caphosol"
## [27] "Creon 10"
## [28] "Creon 12"
## [29] "Cromolyn"
## [30] "Diazepam"
## [31] "Dostinex"
## [32] "Gelclair"
## [33] "Glucagon"
## [34] "Golytely"
## [35] "Naloxone"
## [36] "Naproxen"
## [37] "Nystatin"
## [38] "Propofol"
## [39] "Rifampin"
## [40] "Thiamine"
## [41] "Ursodiol"
## [42] "Warfarin"
## [43] "traMADOL"
## [44] "Acyclovir"
## [45] "Adenosine"
## [46] "Albuterol"
## [47] "Bisacodyl"
## [48] "Captopril"
## [49] "CloniDINE"
## [50] "Diltiazem"
## [51] "Donepezil"
## [52] "Doxazosin"
## [53] "Etomidate"
## [54] "GlipiZIDE"
## [55] "Glipizide"
## [56] "Glyburide"
## [57] "Isoniazid"
## [58] "Ketorolac"
## [59] "Labetalol"
## [60] "Lactulose"
## [61] "Lidocaine"
## [62] "Linezolid"
## [63] "Lorazepam"
## [64] "Meclizine"
## [65] "Metformin"
## [66] "Methadone"
## [67] "Midazolam"
## [68] "Midodrine"
## [69] "Minoxidil"
## [70] "Oxycodone"
## [71] "Phenytoin"
## [72] "Quinapril"
## [73] "Rifaximin"
## [74] "Sevelamer"
## [75] "Sirolimus"
## [76] "Torsemide"
## [77] "Valsartan"
## [78] "Viokase-8"
## [79] "Vitamin D"
## [80] "traZODONE"
## [81] "Albumin 5%"
## [82] "Alprazolam"
## [83] "Amiodarone"
## [84] "Amlodipine"
## [85] "Ampicillin"
## [86] "Aspirin EC"
## [87] "Calcitriol"
## [88] "Carvedilol"
## [89] "Cephalexin"
## [90] "Cilostazol"
## [91] "Cimetidine"
## [92] "Cinacalcet"
## [93] "Citalopram"
## [94] "Clonazepam"
## [95] "Dronabinol"
## [96] "Duloxetine"
## [97] "Famotidine"
## [98] "Felodipine"
## [99] "Flumazenil"
## [100] "FoLIC Acid"
## [101] "Folic Acid"
## [102] "Fosinopril"
## [103] "Furosemide"
## [104] "Gabapentin"
## [105] "Imipramine"
## [106] "Lamivudine"
## [107] "Lisinopril"
## [108] "Loperamide"
## [109] "Meperidine"
## [110] "Metolazone"
## [111] "Metoprolol"
## [112] "Nephrocaps"
## [113] "Olanzapine"
## [114] "Omeprazole"
## [115] "Oxybutynin"
## [116] "Paroxetine"
## [117] "Phosphorus"
## [118] "PredniSONE"
## [119] "Prednisone"
## [120] "Pregabalin"
## [121] "Ranitidine"
## [122] "Sertraline"
## [123] "Sucralfate"
## [124] "Tacrolimus"
## [125] "Tamsulosin"
## [126] "Tizanidine"
## [127] "Tocopheryl"
## [128] "Vancomycin"
## [129] "Zonisamide"
## [130] "sodium bic"
## [131] "Allopurinol"
## [132] "Benzonatate"
## [133] "Cabergoline"
## [134] "Candesartan"
## [135] "Clopidogrel"
## [136] "Cosyntropin"
## [137] "Enalaprilat"
## [138] "Finasteride"
## [139] "Fleet Enema"
## [140] "Fluconazole"
## [141] "Guaifenesin"
## [142] "Haloperidol"
## [143] "HydrALAzine"
## [144] "Hydroxyurea"
## [145] "Hyoscyamine"
## [146] "Methimazole"
## [147] "Mineral Oil"
## [148] "Mirtazapine"
## [149] "Neostigmine"
## [150] "Neutra-Phos"
## [151] "Ondansetron"
## [152] "Pravastatin"
## [153] "Propranolol"
## [154] "Risperidone"
## [155] "Simethicone"
## [156] "Simvastatin"
## [157] "Tolterodine"
## [158] "Xopenex Neb"
## [159] "Ziprasidone"
## [160] "Atorvastatin"
## [161] "Azithromycin"
## [162] "Clotrimazole"
## [163] "Dextrose 50%"
## [164] "Epoetin Alfa"
## [165] "GlipiZIDE XL"
## [166] "Heparin CRRT"
## [167] "Indomethacin"
## [168] "Lansoprazole"
## [169] "Levofloxacin"
## [170] "Lidocaine 1%"
## [171] "Lidocaine 2%"
## [172] "Pantoprazole"
## [173] "Phytonadione"
## [174] "Promethazine"
## [175] "Pyrazinamide"
## [176] "Sarna Lotion"
## [177] "Thiamine HCl"
## [178] "Verapamil SR"
## [179] "Zinc Sulfate"
## [180] "sodium bicar"
## [181] "AcetaZOLamide"
## [182] "Acetaminophen"
## [183] "Albuterol MDI"
## [184] "Ascorbic Acid"
## [185] "Clonidine HCl"
## [186] "Dexamethasone"
## [187] "Dicloxacillin"
## [188] "Hydromorphone"
## [189] "Labetalol HCl"
## [190] "LeVETiracetam"
## [191] "Levetiracetam"
## [192] "Methadone HCl"
## [193] "Metoprolol XL"
## [194] "Metronidazole"
## [195] "Midazolam HCl"
## [196] "Midodrine HCl"
## [197] "Moexipril HCl"
## [198] "Multivitamins"
## [199] "NIFEdipine CR"
## [200] "Nortriptyline"
## [201] "PHENObarbital"
## [202] "sodium bicarb"
## [203] "traZODONE HCl"
## [204] "Acebutolol HCl"
## [205] "Amiodarone HCl"
## [206] "ChlorproMAZINE"
## [207] "Clarithromycin"
## [208] "Cyanocobalamin"
## [209] "Cyproheptadine"
## [210] "Demeclocycline"
## [211] "Ethambutol HCl"
## [212] "Fentanyl Patch"
## [213] "Glycopyrrolate"
## [214] "Heparin Flush "
## [215] "Hydrocortisone"
## [216] "Loperamide HCl"
## [217] "Metoclopramide"
## [218] "Nicotine Patch"
## [219] "Nystatin Cream"
## [220] "Paroxetine HCl"
## [221] "Pyridoxine HCl"
## [222] "Sodium Bicarbo"
## [223] "Spironolactone"
## [224] "Tizanidine HCl"
## [225] "Venlafaxine XR"
## [226] "Calcium Acetate"
## [227] "Codeine Sulfate"
## [228] "DiphenhydrAMINE"
## [229] "Docusate Sodium"
## [230] "Epinephrine HCl"
## [231] "Ferrous Sulfate"
## [232] "HydrALAZINE HCl"
## [233] "Hydralazine HCl"
## [234] "Lacri-Lube Oint"
## [235] "Lactulose Enema"
## [236] "Magnesium Oxide"
## [237] "Ondansetron ODT"
## [238] "Phenazopyridine"
## [239] "Sodium Chloride"
## [240] "Succinylcholine"
## [241] "Acetaminophen IV"
## [242] "Artificial Tears"
## [243] "Atropine Sulfate"
## [244] "Calcium Chloride"
## [245] "Capsaicin 0.025%"
## [246] "Carbamazepine XR"
## [247] "Fentanyl Citrate"
## [248] "Levalbuterol HCl"
## [249] "Methylnaltrexone"
## [250] "Milk of Magnesia"
## [251] "Morphine Sulfate"
## [252] "Nitroglycerin SL"
## [253] "OxycoDONE Liquid"
## [254] "Pioglitazone HCl"
## [255] "Prochlorperazine"
## [256] "Promethazine HCl"
## [257] "Thioridazine HCl"
## [258] "Albumin 5% (25 g)"
## [259] "Albuterol Inhaler"
## [260] "Bupivacaine 0.75%"
## [261] "Calcium Carbonate"
## [262] "Calcium Gluconate"
## [263] "Cepacol (Menthol)"
## [264] "Ciprofloxacin HCl"
## [265] "Enalapril Maleate"
## [266] "Enoxaparin Sodium"
## [267] "Ferrous Gluconate"
## [268] "Magnesium Citrate"
## [269] "Magnesium Sulfate"
## [270] "Megestrol Acetate"
## [271] "Methylene Blue 1%"
## [272] "Nystatin Ointment"
## [273] "Pancrelipase 5000"
## [274] "Scopolamine Patch"
## [275] "Sodium CITRATE 4%"
## [276] "TraMADOL (Ultram)"
## [277] "Zolpidem Tartrate"
## [278] "Acetylcysteine 20%"
## [279] "Albuterol Neb Soln"
## [280] "Alendronate Sodium"
## [281] "Clotrimazole Cream"
## [282] "Fleet Phospho-Soda"
## [283] "Heparin Lock Flush"
## [284] "Leucovorin Calcium"
## [285] "Lidocaine 5% Patch"
## [286] "Lidocaine Jelly 2%"
## [287] "Losartan Potassium"
## [288] "Methylprednisolone"
## [289] "Montelukast Sodium"
## [290] "Potassium Chloride"
## [291] "Propofol (Generic)"
## [292] "Sodium Bicarbonate"
## [293] "Tiotropium Bromide"
## [294] "Tuberculin Protein"
## [295] "Valganciclovir HCl"
## [296] "Vecuronium Bromide"
## [297] "Albumin 5% (12.5 g)"
## [298] "Bacitracin Ointment"
## [299] "DiphenhydrAMINE HCl"
## [300] "Diphenhydramine HCl"
## [301] "Dolasetron Mesylate"
## [302] "Doxycycline Hyclate"
## [303] "Fondaparinux Sodium"
## [304] "Hydrochlorothiazide"
## [305] "Metoprolol Tartrate"
## [306] "Morphine Sulfate IR"
## [307] "Nystatin Oral Susp."
## [308] "Phenazopyridine HCl"
## [309] "Polyethylene Glycol"
## [310] "Pseudoephedrine HCl"
## [311] "Quetiapine Fumarate"
## [312] "Quinidine Gluconate"
## [313] "Ranitidine (Liquid)"
## [314] "Albumin 25% (12.5 g)"
## [315] "Albumin 25% (12.5gm)"
## [316] "Benzocaine 20% Spray"
## [317] "Cefpodoxime Proxetil"
## [318] "Collagenase Ointment"
## [319] "Escitalopram Oxalate"
## [320] "Estrogens Conjugated"
## [321] "Ibuprofen Suspension"
## [322] "Isosorbide Dinitrate"
## [323] "Levothyroxine Sodium"
## [324] "Lidocaine Viscous 2%"
## [325] "Miconazole Powder 2%"
## [326] "Rosuvastatin Calcium"
## [327] "Timolol Maleate 0.5%"
## [328] "Albuterol-Ipratropium"
## [329] "Atovaquone Suspension"
## [330] "Bismuth Subsalicylate"
## [331] "Clopidogrel Bisulfate"
## [332] "Mycophenolate Mofetil"
## [333] "Papain 2.5 % Solution"
## [334] "Sodium Chloride Nasal"
## [335] "Sumatriptan Succinate"
## [336] "Timolol Maleate 0.25%"
## [337] "Acetaminophen (Liquid)"
## [338] "Ascorbic Acid (Liquid)"
## [339] "Cisatracurium Besylate"
## [340] "Clindamycin Suspension"
## [341] "LeVETiracetam Solution"
## [342] "MetRONIDAZOLE (FLagyl)"
## [343] "Multiple Vitamins Liq."
## [344] "Nitroglycerin Oint. 2%"
## [345] "Penicillin V Potassium"
## [346] "Pentamidine-Inhalation"
## [347] "Sulfameth/Trimethoprim"
## [348] "Vancomycin Oral Liquid"
## [349] "Acetaminophen w/Codeine"
## [350] "Chlorhexidine Gluconate"
## [351] "Citalopram Hydrobromide"
## [352] "Fludrocortisone Acetate"
## [353] "Hydrocortisone Na Succ."
## [354] "Influenza Virus Vaccine"
## [355] "Ipratropium Bromide MDI"
## [356] "Ipratropium Bromide Neb"
## [357] "Metoprolol Succinate XL"
## [358] "Morphine SR (MS Contin)"
## [359] "Oxycodone-Acetaminophen"
## [360] "sevelamer HYDROCHLORIDE"
## [361] "Albumin 5% (25g / 500mL)"
## [362] "Artificial Tear Ointment"
## [363] "Butalbital-Acet-Caffeine"
## [364] "Docusate Sodium (Liquid)"
## [365] "Ferrous Sulfate (Liquid)"
## [366] "HYDROmorphone (Dilaudid)"
## [367] "Multivitamins W/minerals"
## [368] "Nystatin Oral Suspension"
## [369] "Albuterol 0.083% Neb Soln"
## [370] "Divalproex Sod. Sprinkles"
## [371] "Donepezil 5 mg or Placebo"
## [372] "Hydrocodone-Acetaminophen"
## [373] "Sulfameth/Trimethoprim DS"
## [374] "Sulfameth/Trimethoprim SS"
## [375] "donepezil 5 mg or placebo"
## [376] "Albumin 25% (12.5g / 50mL)"
## [377] "Albumin 5% (12.5g / 250mL)"
## [378] "Diltiazem Extended-Release"
## [379] "Lansoprazole Oral Solution"
## [380] "Nitroglycerin Ointment 2%"
## [381] "Amoxicillin-Clavulanic Acid"
## [382] "Carbidopa-Levodopa (10-100)"
## [383] "Carbidopa-Levodopa (25-250)"
## [384] "Fluocinonide 0.05% Ointment"
## [385] "Heparin Flush (10 units/ml)"
## [386] "Lidocaine Jelly 2% (Urojet)"
## [387] "PNEUMOcoccal Vac Polyvalent"
## [388] "Pneumococcal Vac Polyvalent"
## [389] "Potassium Chloride (Powder)"
## [390] "Sodium Chloride 0.9% Flush"
## [391] "Clonidine Patch 0.1 mg/24 hr"
## [392] "Clonidine Patch 0.3 mg/24 hr"
## [393] "Erythromycin 0.5% Ophth Oint"
## [394] "Fluticasone Propionate NASAL"
## [395] "Guaifenesin-Dextromethorphan"
## [396] "Heparin Flush (100 units/ml)"
## [397] "Lansoprazole Oral Suspension"
## [398] "MetFORMIN XR (Glucophage XR)"
## [399] "Nitrofurantoin (Macrodantin)"
## [400] "Nystatin-Triamcinolone Cream"
## [401] "Sodium Polystyrene Sulfonate"
## [402] "Theophylline (Oral Solution)"
## [403] "Aluminum Hydroxide Suspension"
## [404] "Cetylpyridinium Chl (Cepacol)"
## [405] "Ciprofloxacin 0.3% Ophth Soln"
## [406] "Divalproex (EXTended Release)"
## [407] "Fluticasone Propionate 110mcg"
## [408] "Guaifenesin-Codeine Phosphate"
## [409] "Heparin Flush (5000 Units/mL)"
## [410] "Morphine Sulfate (Oral Soln.)"
## [411] "Oxycodone (Sustained Release)"
## [412] "Alteplase (Catheter Clearance)"
## [413] "Artificial Tears Preserv. Free"
## [414] "Calcium Replacement (Oncology)"
## [415] "Carbidopa-Levodopa CR (25-100)"
## [416] "MethylPREDNISolone Sodium Succ"
## [417] "OxycoDONE (Immediate Release) "
## [418] "OxycoDONE-Acetaminophen Elixir"
## [419] "Oxycodone-Acetaminophen Elixir"
## [420] "Propoxyphene Nap.-Apap (N-100)"
## [421] "Fluticasone-Salmeterol (100/50)"
## [422] "Latanoprost 0.005% Ophth. Soln."
## [423] "Nystatin-Triamcinolone Ointment"
## [424] "Fluticasone-Salmeterol (250/50) "
## [425] "Maalox/Diphenhydramine/Lidocaine"
## [426] "Brimonidine Tartrate 0.15% Ophth."
## [427] "Heparin Flush CVL (100 units/ml)"
## [428] "Heparin Flush PICC (100 units/ml)"
## [429] "Lidocaine 1%/Epinephrine 1:100000"
## [430] "Sulfameth/Trimethoprim Suspension"
## [431] "Dorzolamide 2%/Timolol 0.5% Ophth."
## [432] "Heparin Flush CRRT (5000 Units/mL)"
## [433] "Olanzapine (Disintegrating Tablet)"
## [434] "Heparin Flush Hickman (100 units/ml)"
## [435] "Lansoprazole Oral Disintegrating Tab"
## [436] "PrednisoLONE Acetate 1% Ophth. Susp."
## [437] "Salmeterol Xinafoate Diskus (50 mcg)"
## [438] "Hepatitis B Immune Globulin (Nabi-HB)"
## [439] "Aluminum-Magnesium Hydrox.-Simethicone"
## [440] "Fluticasone-Salmeterol Diskus (100/50)"
## [441] "Fluticasone-Salmeterol Diskus (250/50) "
## [442] "Naphazoline-Pheniramine Ophth. Solution"
## [443] "Neomycin-Polymyxin-Dexameth Ophth. Oint"
## [444] "Chlorhexidine Gluconate 0.12% Oral Rinse"
## [445] "Bacitracin/Polymyxin B Sulfate Opht. Oint"
## [446] "Dextromethorphan-Guaifenesin (Sugar Free)"
## [447] "Isosorbide Mononitrate (Extended Release)"
## [448] "Morphine Sulfate (Concentrated Oral Soln)"
## [449] "Potassium Chloride Replacement (Oncology)"print(unique_drug_name_generic)## [1] NA
## [2] "Nystatin Oral Suspension"
## [3] "Senna"
## [4] "Tucks Hemorrhoidal Oint 1%"
## [5] "*NF* Ketorolac 0.5% Ophth Soln"
## [6] "*NF* Rivastigmine Tartrate"
## [7] "*NF* Cilostazol"
## [8] "Propranolol LA"
## [9] "Albumin 5% (12.5 g)"
## [10] "Aspirin"
## [11] "Aspirin (Rectal)"
## [12] "Danazol"
## [13] "Dapsone"
## [14] "Desitin"
## [15] "Digoxin"
## [16] "Esmolol"
## [17] "Heparin Sodium"
## [18] "Insulin Human NPH"
## [19] "Insulin Human Regular"
## [20] "Insulin Human 70/30"
## [21] "Insulin - Sliding Scale"
## [22] "Insulin"
## [23] "Insulin Glargine"
## [24] "Humalog Insulin"
## [25] "Insulin Lispro"
## [26] "HumaLOG Insulin"
## [27] "Insulin Lispro 75/25"
## [28] "*NF* Bimatoprost 0.03% Ophth"
## [29] "Nadolol"
## [30] "*NF* Memantine"
## [31] "Tarceva"
## [32] "*NF* Moxifloxacin 0.5% Ophth"
## [33] "*NF* Levalbuterol Soln"
## [34] "Atenolol"
## [35] "Baclofen"
## [36] "Caphosol"
## [37] "Creon 10"
## [38] "Creon 12"
## [39] "*NF* Cromolyn Sodium 4% Opth"
## [40] "Diazepam"
## [41] "*NF* Cabergoline"
## [42] "Gelclair"
## [43] "Glucagon"
## [44] "Golytely"
## [45] "Naloxone"
## [46] "Naloxone Oral Soln"
## [47] "Naproxen"
## [48] "Propofol"
## [49] "Rifampin"
## [50] "Thiamine"
## [51] "Ursodiol"
## [52] "Warfarin"
## [53] "traMADOL"
## [54] "Acyclovir"
## [55] "Adenosine"
## [56] "Albuterol Inhaler"
## [57] "Bisacodyl"
## [58] "Bisacodyl (Rectal)"
## [59] "Captopril"
## [60] "CloniDINE"
## [61] "Diltiazem"
## [62] "Donepezil"
## [63] "Donepezil Study Drug (*IND*)"
## [64] "Doxazosin"
## [65] "Etomidate"
## [66] "GlipiZIDE"
## [67] "Glipizide"
## [68] "Glyburide"
## [69] "Isoniazid"
## [70] "Ketorolac"
## [71] "Labetalol"
## [72] "Lactulose"
## [73] "Lactulose Enema"
## [74] "Lidocaine"
## [75] "Linezolid"
## [76] "Lorazepam"
## [77] "Meclizine"
## [78] "Metformin"
## [79] "Methadone"
## [80] "Midazolam"
## [81] "Midodrine"
## [82] "Minoxidil"
## [83] "Oxycodone"
## [84] "Phenytoin"
## [85] "Phenytoin Sodium Extended"
## [86] "Phenytoin Sodium"
## [87] "Phenytoin (Suspension)"
## [88] "Quinapril"
## [89] "Rifaximin"
## [90] "Sevelamer HCl"
## [91] "Sirolimus"
## [92] "Torsemide"
## [93] "Valsartan"
## [94] "Viokase-8"
## [95] "Vitamin D"
## [96] "traZODONE"
## [97] "Alprazolam"
## [98] "Amiodarone"
## [99] "Amlodipine"
## [100] "Ampicillin"
## [101] "Aspirin EC"
## [102] "Calcitriol"
## [103] "Carvedilol"
## [104] "Cephalexin"
## [105] "Cimetidine"
## [106] "Cinacalcet"
## [107] "Citalopram"
## [108] "Clonazepam"
## [109] "Dronabinol"
## [110] "Duloxetine"
## [111] "Famotidine (PO)"
## [112] "Felodipine"
## [113] "Flumazenil"
## [114] "FoLIC Acid"
## [115] "Folic Acid"
## [116] "*NF* Fosinopril Sodium"
## [117] "Furosemide"
## [118] "Gabapentin"
## [119] "Gabapentin (Liquid)"
## [120] "Imipramine"
## [121] "Lamivudine"
## [122] "Lisinopril"
## [123] "Loperamide"
## [124] "Meperidine"
## [125] "Metolazone"
## [126] "Metoprolol"
## [127] "Nephrocaps"
## [128] "Olanzapine"
## [129] "Omeprazole"
## [130] "Oxybutynin"
## [131] "Paroxetine"
## [132] "Paroxetine Suspension"
## [133] "Phosphorus"
## [134] "PredniSONE"
## [135] "Prednisone"
## [136] "Pregabalin"
## [137] "Ranitidine"
## [138] "Ranitidine HCl"
## [139] "Ranitidine (Liquid)"
## [140] "Sertraline"
## [141] "Sucralfate"
## [142] "Tacrolimus"
## [143] "Tacrolimus Suspension"
## [144] "Tamsulosin"
## [145] "Tizanidine"
## [146] "Tocopheryl"
## [147] "Vancomycin"
## [148] "Zonisamide"
## [149] "Sodium Bicarbonate"
## [150] "Allopurinol"
## [151] "Benzonatate"
## [152] "*NF* Candesartan Cilexetil"
## [153] "Clopidogrel"
## [154] "Cosyntropin"
## [155] "Enalaprilat"
## [156] "Finasteride"
## [157] "Fleet Enema"
## [158] "Fluconazole"
## [159] "Guaifenesin"
## [160] "Haloperidol"
## [161] "HydrALAzine"
## [162] "Hydroxyurea"
## [163] "Hyoscyamine"
## [164] "Methimazole"
## [165] "Mineral Oil"
## [166] "Mirtazapine"
## [167] "Mirtazapine Soluble"
## [168] "Neostigmine"
## [169] "Neutra-Phos"
## [170] "Ondansetron"
## [171] "Pravastatin"
## [172] "Propranolol"
## [173] "Risperidone"
## [174] "Simethicone"
## [175] "Simvastatin"
## [176] "Tolterodine"
## [177] "*NF* Levalbuterol Neb"
## [178] "Ziprasidone"
## [179] "Atorvastatin"
## [180] "Azithromycin"
## [181] "Clotrimazole"
## [182] "Dextrose 50%"
## [183] "Epoetin Alfa"
## [184] "GlipiZIDE XL"
## [185] "Heparin"
## [186] "Indomethacin"
## [187] "Lansoprazole Oral Suspension"
## [188] "Levofloxacin"
## [189] "Lidocaine 1% PF"
## [190] "Lidocaine 1%"
## [191] "Lidocaine 2% P.F."
## [192] "Pantoprazole"
## [193] "Phytonadione"
## [194] "Phytonadione Oral Solution"
## [195] "Promethazine"
## [196] "Pyrazinamide"
## [197] "Sarna Lotion"
## [198] "Thiamine HCl"
## [199] "Verapamil SR"
## [200] "Zinc Sulfate"
## [201] "AcetaZOLamide"
## [202] "Acetaminophen"
## [203] "Acetaminophen (Liquid)"
## [204] "Acetaminophen (Rectal)"
## [205] "Ascorbic Acid"
## [206] "Ascorbic Acid (Liquid)"
## [207] "Clonidine HCl"
## [208] "Dexamethasone"
## [209] "Dexamethasone Sod Phosphate"
## [210] "Dicloxacillin"
## [211] "Hydromorphone HCl"
## [212] "Hydromorphone"
## [213] "Hydromorphone PCA"
## [214] "Labetalol HCl"
## [215] "LeVETiracetam"
## [216] "Levetiracetam"
## [217] "Methadone HCl"
## [218] "Metoprolol XL"
## [219] "Metronidazole"
## [220] "Midazolam HCl"
## [221] "Midodrine HCl"
## [222] "Moexipril HCl"
## [223] "Multivitamins"
## [224] "Multiple Vitamins Liq."
## [225] "Multivitamin IV"
## [226] "NIFEdipine CR"
## [227] "Nortriptyline HCl"
## [228] "Phenobarbital"
## [229] "PHENObarbital"
## [230] "PHENObarbital Elixir"
## [231] "traZODONE HCl"
## [232] "Acebutolol HCl"
## [233] "Amiodarone HCl"
## [234] "ChlorproMAZINE"
## [235] "Clarithromycin"
## [236] "Cyanocobalamin"
## [237] "Cyproheptadine"
## [238] "*NF* Demeclocycline"
## [239] "Ethambutol HCl"
## [240] "Fentanyl Patch *NF*"
## [241] "Fentanyl Patch"
## [242] "Glycopyrrolate"
## [243] "Hydrocortisone"
## [244] "Loperamide HCl"
## [245] "Metoclopramide"
## [246] "Metoclopramide HCl"
## [247] "Nicotine Patch"
## [248] "Nystatin Cream"
## [249] "Paroxetine HCl"
## [250] "Pyridoxine HCl"
## [251] "Spironolactone"
## [252] "Tizanidine HCl"
## [253] "Venlafaxine XR"
## [254] "Calcium Acetate"
## [255] "Codeine"
## [256] "DiphenhydrAMINE"
## [257] "Docusate Sodium"
## [258] "Docusate Sodium (Liquid)"
## [259] "Epinephrine-Sodium Chloride"
## [260] "Ferrous Sulfate"
## [261] "Ferrous Sulfate (Liquid)"
## [262] "HydrALAZINE HCl"
## [263] "Hydralazine HCl"
## [264] "Lacri-Lube Oint"
## [265] "Magnesium Oxide"
## [266] "Ondansetron ODT"
## [267] "Phenazopyridine"
## [268] "Sodium Chloride"
## [269] "Succinylcholine"
## [270] "Acetaminophen IV"
## [271] "Artificial Tears"
## [272] "Artificial Tears Preserv. Free"
## [273] "Atropine Sulfate"
## [274] "Calcium Chloride"
## [275] "Capsaicin 0.025%"
## [276] "Carbamazepine XR"
## [277] "Fentanyl Citrate"
## [278] "Fentanyl"
## [279] "Methylnaltrexone"
## [280] "Milk Of Magnesia"
## [281] "Morphine Sulfate"
## [282] "Morphine Sulfate (Syringe)"
## [283] "Morphine"
## [284] "Morphine Sulfate (1-5mg)"
## [285] "Morphine Sulfate (2-4mg)"
## [286] "Morphine Sulfate (2-6mg)"
## [287] "Morphine Sulfate (2-8mg)"
## [288] "Morphine Sulfate (1-10mg)"
## [289] "Morphine Sulfate (0.5-4mg)"
## [290] "Morphine PCA"
## [291] "Nitroglycerin SL"
## [292] "OxycoDONE Liquid"
## [293] "Pioglitazone HCl"
## [294] "Prochlorperazine Maleate"
## [295] "Prochlorperazine"
## [296] "Promethazine HCl"
## [297] "Thioridazine HCl"
## [298] "Albumin 5% (25 g)"
## [299] "Albuterol Inhaler (ProAir)"
## [300] "Bupivacaine 0.75%"
## [301] "Calcium Carbonate"
## [302] "Calcium Carbonate (Tums)"
## [303] "Calcium Gluconate"
## [304] "Cepacol (Menthol)"
## [305] "Ciprofloxacin HCl"
## [306] "Enalapril Maleate"
## [307] "Enoxaparin Sodium"
## [308] "Ferrous GLUCONATE"
## [309] "Magnesium Citrate"
## [310] "Magnesium Sulfate"
## [311] "Megestrol Oral Suspension"
## [312] "Methylene Blue 1%"
## [313] "Nystatin Ointment"
## [314] "Pancrelipase 5000"
## [315] "Scopolamine Patch"
## [316] "Sodium CITRATE 4%"
## [317] "TraMADOL (Ultram)"
## [318] "Zolpidem Tartrate"
## [319] "Acetylcysteine 20%"
## [320] "Albuterol Neb Soln"
## [321] "Alendronate Sodium"
## [322] "Clotrimazole Cream"
## [323] "Fleet Phospho-Soda"
## [324] "Heparin Lock Flush"
## [325] "Leucovorin Calcium"
## [326] "Lidocaine 5% Patch"
## [327] "Lidocaine Jelly 2% (Urojet)"
## [328] "Lidocaine Jelly 2%"
## [329] "Losartan Potassium"
## [330] "MethylPREDNISolone"
## [331] "Montelukast"
## [332] "Potassium Chloride (Powder)"
## [333] "Potassium Chloride"
## [334] "Propofol (Generic)"
## [335] "Tiotropium Bromide"
## [336] "Tuberculin Protein"
## [337] "Valganciclovir HCl"
## [338] "Vecuronium Bromide"
## [339] "Bacitracin Ointment"
## [340] "DiphenhydrAMINE HCl"
## [341] "Diphenhydramine HCl"
## [342] "Dolasetron Mesylate"
## [343] "Doxycycline Hyclate"
## [344] "Fondaparinux Sodium"
## [345] "Hydrochlorothiazide"
## [346] "Metoprolol Tartrate"
## [347] "Morphine Sulfate (Oral Soln.)"
## [348] "Morphine Sulfate (Immediate Release)"
## [349] "Nystatin Oral Susp."
## [350] "Phenazopyridine HCl"
## [351] "Polyethylene Glycol"
## [352] "Pseudoephedrine HCl"
## [353] "Quetiapine Fumarate"
## [354] "Quinidine Gluconate"
## [355] "Albumin 25% (12.5 g)"
## [356] "Albumin 25% (12.5gm)"
## [357] "Benzocaine 20% Spray"
## [358] "Cefpodoxime Proxetil"
## [359] "Collagenase Ointment"
## [360] "Escitalopram Oxalate"
## [361] "Estrogens Conjugated Vaginal"
## [362] "Ibuprofen Suspension"
## [363] "Isosorbide Dinitrate"
## [364] "Levothyroxine Sodium"
## [365] "Levothyroxine"
## [366] "Lidocaine Viscous 2%"
## [367] "Miconazole Powder 2%"
## [368] "Rosuvastatin Calcium"
## [369] "Timolol Maleate 0.5%"
## [370] "Albuterol Sulfate-Ipratropium"
## [371] "Atovaquone Suspension"
## [372] "Bismuth Subsalicylate"
## [373] "Clopidogrel Bisulfate"
## [374] "Mycophenolate Mofetil Suspension"
## [375] "Papain 2.5 % Solution"
## [376] "Sodium Chloride Nasal"
## [377] "Sumatriptan Succinate"
## [378] "Timolol Maleate 0.25%"
## [379] "Cisatracurium Besylate"
## [380] "Clindamycin Suspension"
## [381] "LeVETiracetam Solution"
## [382] "MetRONIDAZOLE (FLagyl)"
## [383] "Nitroglycerin Oint. 2%"
## [384] "Penicillin V Potassium"
## [385] "Pentamidine-Inhalation"
## [386] "Sulfameth/Trimethoprim SS"
## [387] "Vancomycin Oral Liquid"
## [388] "Acetaminophen w/Codeine"
## [389] "Chlorhexidine Gluconate"
## [390] "Citalopram Hydrobromide"
## [391] "Fludrocortisone Acetate"
## [392] "Hydrocortisone Na Succ"
## [393] "Hydrocortisone Na Succ."
## [394] "Influenza Virus Vaccine"
## [395] "Influenza Virus Vaccine *Latex Free*"
## [396] "Ipratropium Bromide HFA"
## [397] "Ipratropium Bromide MDI"
## [398] "Ipratropium Bromide Neb"
## [399] "Metoprolol Succinate XL"
## [400] "Morphine SR (MS Contin)"
## [401] "Oxycodone-Acetaminophen"
## [402] "Oxycodone-Acetaminophen Elixir"
## [403] "sevelamer HYDROCHLORIDE"
## [404] "Albumin 5% (25g / 500mL)"
## [405] "Artificial Tear Ointment"
## [406] "Butalbital-Acet-Caffeine"
## [407] "HYDROmorphone (Dilaudid)"
## [408] "HYDROmorphone PCA"
## [409] "Multivitamins W/minerals"
## [410] "Albuterol 0.083% Neb Soln"
## [411] "Divalproex Sod. Sprinkles"
## [412] "Hydrocodone-Acetaminophen"
## [413] "Sulfameth/Trimethoprim DS"
## [414] "Albumin 25% (12.5g / 50mL)"
## [415] "Albumin 5% (12.5g / 250mL)"
## [416] "Diltiazem Extended-Release"
## [417] "Lansoprazole Oral Solution"
## [418] "Nitroglycerin Ointment 2%"
## [419] "Amoxicillin-Clavulanic Acid"
## [420] "Carbidopa-Levodopa (10-100)"
## [421] "Carbidopa-Levodopa (25-250)"
## [422] "Fluocinonide 0.05% Ointment"
## [423] "Heparin Flush (10 Units/mL)"
## [424] "PNEUMOcoccal Vac Polyvalent"
## [425] "Pneumococcal Vac Polyvalent"
## [426] "Sodium Chloride 0.9% Flush"
## [427] "Clonidine Patch 0.1 mg/24 hr"
## [428] "Clonidine Patch 0.3 mg/24 hr"
## [429] "Erythromycin 0.5% Ophth Oint"
## [430] "Fluticasone Propionate NASAL"
## [431] "Guaifenesin-Dextromethorphan"
## [432] "Heparin Flush"
## [433] "Heparin Flush (100 units/mL)"
## [434] "MetFORMIN XR (Glucophage XR)"
## [435] "Nitrofurantoin (Macrodantin)"
## [436] "Nystatin-Triamcinolone Cream"
## [437] "Sodium Polystyrene Sulfonate"
## [438] "Theophylline (Oral Solution)"
## [439] "Aluminum Hydroxide"
## [440] "Cetylpyridinium Chl (Cepacol)"
## [441] "Ciprofloxacin 0.3% Ophth Soln"
## [442] "Divalproex (EXTended Release)"
## [443] "Fluticasone Propionate 110mcg"
## [444] "Guaifenesin-Codeine Phosphate"
## [445] "Oxycodone (Sustained Release)"
## [446] "Alteplase (Catheter Clearance)"
## [447] "Carbidopa-Levodopa CR (25-100)"
## [448] "MethylPREDNISolone Sodium Succ"
## [449] "OxycoDONE (Immediate Release) "
## [450] "OxycoDONE-Acetaminophen Elixir"
## [451] "Propoxyphene Nap.-Apap (N-100)"
## [452] "Fluticasone-Salmeterol (100/50)"
## [453] "Latanoprost 0.005% Ophth. Soln."
## [454] "Nystatin-Triamcinolone Ointment"
## [455] "Fluticasone-Salmeterol (250/50) "
## [456] "Maalox/Diphenhydramine/Lidocaine"
## [457] "Brimonidine Tartrate 0.15% Ophth."
## [458] "Lidocaine 1%/Epinephrine 1:100000"
## [459] "Sulfameth/Trimethoprim Suspension"
## [460] "Dorzolamide 2%/Timolol 0.5% Ophth."
## [461] "Olanzapine (Disintegrating Tablet)"
## [462] "Lansoprazole Oral Disintegrating Tab"
## [463] "PrednisoLONE Acetate 1% Ophth. Susp."
## [464] "Salmeterol Xinafoate Diskus (50 mcg)"
## [465] "Hepatitis B Immune Globulin (Nabi-HB)"
## [466] "Aluminum-Magnesium Hydrox.-Simethicone"
## [467] "Fluticasone-Salmeterol Diskus (100/50)"
## [468] "Fluticasone-Salmeterol Diskus (250/50) "
## [469] "Naphazoline-Pheniramine Ophth. Solution"
## [470] "Neomycin-Polymyxin-Dexameth Ophth. Oint"
## [471] "Bacitracin/Polymyxin B Sulfate Opht. Oint"
## [472] "Dextromethorphan-Guaifenesin (Sugar Free)"
## [473] "Isosorbide Mononitrate (Extended Release)"
## [474] "Morphine Sulfate (Concentrated Oral Soln)"#we may have something to work with, it appears as though the treatments listed are more comprehensive in range for mimic than in omop. This could be a result of the data being sourced from different amounts of places or data being processed differently. #let’s check the number of unique drugs in each dataset
unique_drugs_mimic <- length(unique(mimic_diagnoses$DRUG))
print(paste("Number of unique drugs in MIMIC:", unique_drugs_mimic))## [1] "Number of unique drugs in MIMIC: 592"# OMOP Dataset - let's Count unique drugs
unique_drugs_omop <- length(unique(omop_mimic_prescriptions$drug_concept_id))
print(paste("Number of unique drugs in OMOP MIMIC:", unique_drugs_omop))## [1] "Number of unique drugs in OMOP MIMIC: 722"#there are significantly more unique drugs listed in omop than mimic. This could mean that the same drug had multiple different unique listings in mimic so the ETL process would assign a drug with different concept ids. Let’s take a quick peak.
# Check the first few rows of the OMOP MIMIC prescriptions table
#head(omop_mimic_prescriptions)
#too few
print(unique_drugs_mimic)## [1] 592# For MIMIC Dataset: Print unique drug names
unique_drugs_mimic <- unique(mimic_diagnoses$DRUG)
print(unique_drugs_mimic)## [1] "LR"
## [2] "NS"
## [3] "Ny"
## [4] "SW"
## [5] "AMP"
## [6] "Bag"
## [7] "D5W"
## [8] "D5LR"
## [9] "D5NS"
## [10] "Soln"
## [11] "Vial"
## [12] "Mesna"
## [13] "Senna"
## [14] "Soln."
## [15] "tucks"
## [16] "1/2 NS"
## [17] "Acular"
## [18] "Exelon"
## [19] "Hespan"
## [20] "Pletal"
## [21] "Propra"
## [22] "Unasyn"
## [23] "Albumin"
## [24] "Aspirin"
## [25] "Danazol"
## [26] "Dapsone"
## [27] "Desitin"
## [28] "Digoxin"
## [29] "Esmolol"
## [30] "Heparin"
## [31] "Insulin"
## [32] "Lumigan"
## [33] "Nadolol"
## [34] "Namenda"
## [35] "Syringe"
## [36] "Tarceva"
## [37] "Vigamox"
## [38] "Xopenex"
## [39] "Atenolol"
## [40] "Baclofen"
## [41] "Caphosol"
## [42] "CefePIME"
## [43] "Cefepime"
## [44] "Creon 10"
## [45] "Creon 12"
## [46] "Cromolyn"
## [47] "D5 1/2NS"
## [48] "DOPamine"
## [49] "Diazepam"
## [50] "DopAmine"
## [51] "Dostinex"
## [52] "Gelclair"
## [53] "Glucagon"
## [54] "Golytely"
## [55] "Naloxone"
## [56] "Naproxen"
## [57] "Nystatin"
## [58] "Propofol"
## [59] "Rifampin"
## [60] "Solution"
## [61] "Thiamine"
## [62] "Ursodiol"
## [63] "Warfarin"
## [64] "traMADOL"
## [65] "Acyclovir"
## [66] "Adenosine"
## [67] "Albuterol"
## [68] "Bisacodyl"
## [69] "Captopril"
## [70] "CefazoLIN"
## [71] "Cefazolin"
## [72] "CloniDINE"
## [73] "Diltiazem"
## [74] "Docetaxel"
## [75] "Donepezil"
## [76] "Doxazosin"
## [77] "Etomidate"
## [78] "Etoposide"
## [79] "GlipiZIDE"
## [80] "Glipizide"
## [81] "Glyburide"
## [82] "Isoniazid"
## [83] "Ketorolac"
## [84] "Labetalol"
## [85] "Lactulose"
## [86] "Lidocaine"
## [87] "Linezolid"
## [88] "Lorazepam"
## [89] "Meclizine"
## [90] "Meropenem"
## [91] "Metformin"
## [92] "Methadone"
## [93] "Midazolam"
## [94] "Midodrine"
## [95] "Milrinone"
## [96] "Minoxidil"
## [97] "Nafcillin"
## [98] "Normocarb"
## [99] "Oxycodone"
## [100] "Phenytoin"
## [101] "Quinapril"
## [102] "Rifaximin"
## [103] "Rituximab"
## [104] "Sevelamer"
## [105] "Sirolimus"
## [106] "Tirofiban"
## [107] "Torsemide"
## [108] "Valsartan"
## [109] "Viokase-8"
## [110] "Vitamin D"
## [111] "traZODONE"
## [112] "Albumin 5%"
## [113] "Alprazolam"
## [114] "Amiodarone"
## [115] "Amlodipine"
## [116] "Ampicillin"
## [117] "Aspirin EC"
## [118] "Calcitriol"
## [119] "Carvedilol"
## [120] "Cephalexin"
## [121] "Cilostazol"
## [122] "Cimetidine"
## [123] "Cinacalcet"
## [124] "Citalopram"
## [125] "Clonazepam"
## [126] "Cytarabine"
## [127] "DOBUTamine"
## [128] "Daptomycin"
## [129] "Dobutamine"
## [130] "Dronabinol"
## [131] "Duloxetine"
## [132] "Famotidine"
## [133] "Felodipine"
## [134] "Filgrastim"
## [135] "Flumazenil"
## [136] "FoLIC Acid"
## [137] "Folic Acid"
## [138] "Fosinopril"
## [139] "Furosemide"
## [140] "Gabapentin"
## [141] "Gentamicin"
## [142] "Imipramine"
## [143] "Lamivudine"
## [144] "Lisinopril"
## [145] "Loperamide"
## [146] "Meperidine"
## [147] "Metolazone"
## [148] "Metoprolol"
## [149] "Nephrocaps"
## [150] "Nesiritide"
## [151] "Olanzapine"
## [152] "Omeprazole"
## [153] "Oxybutynin"
## [154] "Paclitaxel"
## [155] "Paroxetine"
## [156] "Phosphorus"
## [157] "PredniSONE"
## [158] "Prednisone"
## [159] "Pregabalin"
## [160] "Ranitidine"
## [161] "Sertraline"
## [162] "Sucralfate"
## [163] "Tacrolimus"
## [164] "Tamsulosin"
## [165] "Tizanidine"
## [166] "Tocopheryl"
## [167] "Vancomycin"
## [168] "Zonisamide"
## [169] "sodium bic"
## [170] "5% Dextrose"
## [171] "Allopurinol"
## [172] "Basiliximab"
## [173] "Benzonatate"
## [174] "Cabergoline"
## [175] "Candesartan"
## [176] "Carboplatin"
## [177] "CefTRIAXone"
## [178] "CeftAZIDime"
## [179] "CeftazIDIME"
## [180] "Ceftazidime"
## [181] "CeftriaXONE"
## [182] "Ceftriaxone"
## [183] "Clindamycin"
## [184] "Clopidogrel"
## [185] "Cosyntropin"
## [186] "DOXOrubicin"
## [187] "Dextrose 5%"
## [188] "Enalaprilat"
## [189] "Epinephrine"
## [190] "Finasteride"
## [191] "Fleet Enema"
## [192] "Fluconazole"
## [193] "Ganciclovir"
## [194] "Guaifenesin"
## [195] "Haloperidol"
## [196] "HydrALAzine"
## [197] "Hydroxyurea"
## [198] "Hyoscyamine"
## [199] "Methimazole"
## [200] "Mineral Oil"
## [201] "Mirtazapine"
## [202] "Neostigmine"
## [203] "Neutra-Phos"
## [204] "Ondansetron"
## [205] "Pravastatin"
## [206] "Propranolol"
## [207] "Risperidone"
## [208] "Simethicone"
## [209] "Simvastatin"
## [210] "Tolterodine"
## [211] "Vasopressin"
## [212] "Xopenex Neb"
## [213] "Ziprasidone"
## [214] "Atorvastatin"
## [215] "Azithromycin"
## [216] "Clotrimazole"
## [217] "Dextrose 50%"
## [218] "Epidural Bag"
## [219] "Epoetin Alfa"
## [220] "Erythromycin"
## [221] "Fosphenytoin"
## [222] "GlipiZIDE XL"
## [223] "Heparin CRRT"
## [224] "Indomethacin"
## [225] "Lansoprazole"
## [226] "Levofloxacin"
## [227] "Lidocaine 1%"
## [228] "Lidocaine 2%"
## [229] "Mannitol 20%"
## [230] "Pantoprazole"
## [231] "Phytonadione"
## [232] "Promethazine"
## [233] "Pyrazinamide"
## [234] "Sarna Lotion"
## [235] "Thiamine HCl"
## [236] "Verapamil SR"
## [237] "Zinc Sulfate"
## [238] "sodium bicar"
## [239] "AcetaZOLamide"
## [240] "Acetaminophen"
## [241] "Albuterol MDI"
## [242] "Ascorbic Acid"
## [243] "Azithromycin "
## [244] "Ciprofloxacin"
## [245] "Clonidine HCl"
## [246] "Dexamethasone"
## [247] "Dicloxacillin"
## [248] "Hydromorphone"
## [249] "Labetalol HCl"
## [250] "LeVETiracetam"
## [251] "Levetiracetam"
## [252] "Methadone HCl"
## [253] "Metoprolol XL"
## [254] "Metronidazole"
## [255] "Midazolam HCl"
## [256] "Midodrine HCl"
## [257] "Moexipril HCl"
## [258] "Multivitamins"
## [259] "NIFEdipine CR"
## [260] "Nitroglycerin"
## [261] "Nortriptyline"
## [262] "PHENObarbital"
## [263] "PHENYLEPHrine"
## [264] "Phenylephrine"
## [265] "Sterile Water"
## [266] "sodium bicarb"
## [267] "traZODONE HCl"
## [268] "Acebutolol HCl"
## [269] "Albumin, Human"
## [270] "Amiodarone HCl"
## [271] "Amphotericin B"
## [272] "ChlorproMAZINE"
## [273] "Clarithromycin"
## [274] "Cyanocobalamin"
## [275] "Cyproheptadine"
## [276] "Demeclocycline"
## [277] "Ethambutol HCl"
## [278] "Fentanyl Patch"
## [279] "Glycopyrrolate"
## [280] "Heparin Flush "
## [281] "Heparin Sodium"
## [282] "Hydrocortisone"
## [283] "Loperamide HCl"
## [284] "Metoclopramide"
## [285] "NORepinephrine"
## [286] "NiCARdipine IV"
## [287] "Nicotine Patch"
## [288] "Norepinephrine"
## [289] "Nystatin Cream"
## [290] "Paroxetine HCl"
## [291] "Pyridoxine HCl"
## [292] "Sodium Bicarbo"
## [293] "Spironolactone"
## [294] "Tizanidine HCl"
## [295] "Vancomycin HCl"
## [296] "Venlafaxine XR"
## [297] "Calcium Acetate"
## [298] "Codeine Sulfate"
## [299] "D5W (EXCEL BAG)"
## [300] "DiphenhydrAMINE"
## [301] "Docusate Sodium"
## [302] "Epinephrine HCl"
## [303] "Epoprostenol Na"
## [304] "Famotidine (IV)"
## [305] "Ferrous Sulfate"
## [306] "HydrALAZINE HCl"
## [307] "Hydralazine HCl"
## [308] "Lacri-Lube Oint"
## [309] "Lactulose Enema"
## [310] "Magnesium Oxide"
## [311] "Multivitamin 12"
## [312] "Multivitamin IV"
## [313] "Ondansetron ODT"
## [314] "Phenazopyridine"
## [315] "Sodium Chloride"
## [316] "Succinylcholine"
## [317] "Syringe (Chemo)"
## [318] "*NF* Rasburicase"
## [319] "Acetaminophen IV"
## [320] "Artificial Tears"
## [321] "Atropine Sulfate"
## [322] "Bupivacaine 0.1%"
## [323] "Calcium Chloride"
## [324] "Capsaicin 0.025%"
## [325] "Carbamazepine XR"
## [326] "Ciprofloxacin IV"
## [327] "Cyclophosphamide"
## [328] "Fat Emulsion 20%"
## [329] "Fentanyl Citrate"
## [330] "Gammagard Liquid"
## [331] "HYDROmorphone-HP"
## [332] "Lactated Ringers"
## [333] "Levalbuterol HCl"
## [334] "Methylnaltrexone"
## [335] "Milk of Magnesia"
## [336] "Morphine Sulfate"
## [337] "Nitroglycerin SL"
## [338] "OxycoDONE Liquid"
## [339] "Phenytoin Sodium"
## [340] "Pioglitazone HCl"
## [341] "Prochlorperazine"
## [342] "Promethazine HCl"
## [343] "Sodium Chloride "
## [344] "Sodium Phosphate"
## [345] "Thioridazine HCl"
## [346] "Vancomycin Enema"
## [347] "Albumin 5% (25 g)"
## [348] "Albuterol Inhaler"
## [349] "Ampicillin Sodium"
## [350] "Bupivacaine 0.75%"
## [351] "Calcium Carbonate"
## [352] "Calcium Gluconate"
## [353] "Cepacol (Menthol)"
## [354] "Ciprofloxacin HCl"
## [355] "Enalapril Maleate"
## [356] "Enoxaparin Sodium"
## [357] "Ferrous Gluconate"
## [358] "Humulin-R Insulin"
## [359] "Magnesium Citrate"
## [360] "Magnesium Sulfate"
## [361] "Megestrol Acetate"
## [362] "Methylene Blue 1%"
## [363] "NS (Glass Bottle)"
## [364] "Nystatin Ointment"
## [365] "Pancrelipase 5000"
## [366] "Phenylephrine HCl"
## [367] "Scopolamine Patch"
## [368] "Sodium CITRATE 4%"
## [369] "Syringe (IV Room)"
## [370] "TraMADOL (Ultram)"
## [371] "Zolpidem Tartrate"
## [372] "Acetylcysteine 20%"
## [373] "Albuterol Neb Soln"
## [374] "Alendronate Sodium"
## [375] "Clotrimazole Cream"
## [376] "D5W (Glass Bottle)"
## [377] "Fleet Phospho-Soda"
## [378] "Gentamicin Sulfate"
## [379] "HYDROmorphone P.F."
## [380] "Heparin Lock Flush"
## [381] "Leucovorin Calcium"
## [382] "Lidocaine 5% Patch"
## [383] "Lidocaine Jelly 2%"
## [384] "Losartan Potassium"
## [385] "Methylprednisolone"
## [386] "Montelukast Sodium"
## [387] "NS (Mini Bag Plus)"
## [388] "Octreotide Acetate"
## [389] "Potassium Chloride"
## [390] "Propofol (Generic)"
## [391] "Sodium Bicarbonate"
## [392] "Tiotropium Bromide"
## [393] "Tobramycin Sulfate"
## [394] "Tuberculin Protein"
## [395] "Valganciclovir HCl"
## [396] "Vecuronium Bromide"
## [397] "Albumin 5% (12.5 g)"
## [398] "Bacitracin Ointment"
## [399] "DiphenhydrAMINE HCl"
## [400] "Diphenhydramine HCl"
## [401] "Dolasetron Mesylate"
## [402] "Doxycycline Hyclate"
## [403] "Fondaparinux Sodium"
## [404] "Hydrochlorothiazide"
## [405] "Methotrexate Sodium"
## [406] "Metoprolol Tartrate"
## [407] "Morphine Sulfate IR"
## [408] "Nystatin Oral Susp."
## [409] "Pantoprazole Sodium"
## [410] "Phenazopyridine HCl"
## [411] "Polyethylene Glycol"
## [412] "Potassium Phosphate"
## [413] "Prismasate (B22 K4)"
## [414] "Prismasate (B32 K2)"
## [415] "Pseudoephedrine HCl"
## [416] "Quetiapine Fumarate"
## [417] "Quinidine Gluconate"
## [418] "Ranitidine (Liquid)"
## [419] "0.9% Sodium Chloride"
## [420] "AcetaZOLamide Sodium"
## [421] "Albumin 25% (12.5 g)"
## [422] "Albumin 25% (12.5gm)"
## [423] "Ampicillin-Sulbactam"
## [424] "Benzocaine 20% Spray"
## [425] "Cefpodoxime Proxetil"
## [426] "Collagenase Ointment"
## [427] "Escitalopram Oxalate"
## [428] "Estrogens Conjugated"
## [429] "Ibuprofen Suspension"
## [430] "Iso-Osmotic Dextrose"
## [431] "Isosorbide Dinitrate"
## [432] "Levothyroxine Sodium"
## [433] "Lidocaine Viscous 2%"
## [434] "Miconazole Powder 2%"
## [435] "Nitroprusside Sodium"
## [436] "PENTObarbital Sodium"
## [437] "Rosuvastatin Calcium"
## [438] "Timolol Maleate 0.5%"
## [439] "*NF* Ertapenem Sodium"
## [440] "0.45% Sodium Chloride"
## [441] "0.83% Sodium Chloride"
## [442] "Albuterol-Ipratropium"
## [443] "Atovaquone Suspension"
## [444] "Bismuth Subsalicylate"
## [445] "Clopidogrel Bisulfate"
## [446] "Insulin Human Regular"
## [447] "Mycophenolate Mofetil"
## [448] "Papain 2.5 % Solution"
## [449] "Sodium Chloride Nasal"
## [450] "Sumatriptan Succinate"
## [451] "Timolol Maleate 0.25%"
## [452] "VinCRIStine (Oncovin)"
## [453] "Acetaminophen (Liquid)"
## [454] "Ascorbic Acid (Liquid)"
## [455] "Cisatracurium Besylate"
## [456] "Clindamycin Suspension"
## [457] "LeVETiracetam Solution"
## [458] "MetRONIDAZOLE (FLagyl)"
## [459] "Multiple Vitamins Liq."
## [460] "NS (Irrigation Bottle)"
## [461] "Nitroglycerin Oint. 2%"
## [462] "Penicillin G Potassium"
## [463] "Penicillin V Potassium"
## [464] "Pentamidine-Inhalation"
## [465] "Sulfameth/Trimethoprim"
## [466] "Vancomycin Oral Liquid"
## [467] "Acetaminophen w/Codeine"
## [468] "Chlorhexidine Gluconate"
## [469] "Citalopram Hydrobromide"
## [470] "Fludrocortisone Acetate"
## [471] "Hydrocortisone Na Succ."
## [472] "Influenza Virus Vaccine"
## [473] "Ipratropium Bromide MDI"
## [474] "Ipratropium Bromide Neb"
## [475] "Metoprolol Succinate XL"
## [476] "Morphine SR (MS Contin)"
## [477] "Oxycodone-Acetaminophen"
## [478] "Piperacillin-Tazobactam"
## [479] "sevelamer HYDROCHLORIDE"
## [480] "Albumin 5% (25g / 500mL)"
## [481] "Artificial Tear Ointment"
## [482] "Butalbital-Acet-Caffeine"
## [483] "Docusate Sodium (Liquid)"
## [484] "Ferrous Sulfate (Liquid)"
## [485] "HYDROmorphone (Dilaudid)"
## [486] "Isotonic Sodium Chloride"
## [487] "Methotrexate Sodium P.F."
## [488] "Multivitamins W/minerals"
## [489] "NS (Glass Bottle)"
## [490] "Nystatin Oral Suspension"
## [491] "Albuterol 0.083% Neb Soln"
## [492] "Divalproex Sod. Sprinkles"
## [493] "Donepezil 5 mg or Placebo"
## [494] "Hydrocodone-Acetaminophen"
## [495] "Sulfameth/Trimethoprim DS"
## [496] "Sulfameth/Trimethoprim SS"
## [497] "donepezil 5 mg or placebo"
## [498] "Albumin 25% (12.5g / 50mL)"
## [499] "Albumin 5% (12.5g / 250mL)"
## [500] "Diltiazem Extended-Release"
## [501] "Lansoprazole Oral Solution"
## [502] "Methylprednisolone Na Succ"
## [503] "Nitroglycerin Ointment 2%"
## [504] "Piperacillin-Tazobactam Na"
## [505] "Sterile Diluent for Flolan"
## [506] "Amoxicillin-Clavulanic Acid"
## [507] "Carbidopa-Levodopa (10-100)"
## [508] "Carbidopa-Levodopa (25-250)"
## [509] "Dexamethasone Sod Phosphate"
## [510] "Esmolol in Saline (Iso-osm)"
## [511] "Fluocinonide 0.05% Ointment"
## [512] "Heparin Flush (10 units/ml)"
## [513] "Hydrocortisone Na Succinate"
## [514] "Iso-Osmotic Sodium Chloride"
## [515] "Lidocaine Jelly 2% (Urojet)"
## [516] "Methylprednisolone Na Succ."
## [517] "PNEUMOcoccal Vac Polyvalent"
## [518] "Pneumococcal Vac Polyvalent"
## [519] "Potassium Chloride (Powder)"
## [520] "Sodium Chloride 0.9% Flush"
## [521] "Clonidine Patch 0.1 mg/24 hr"
## [522] "Clonidine Patch 0.3 mg/24 hr"
## [523] "Erythromycin 0.5% Ophth Oint"
## [524] "Fluticasone Propionate NASAL"
## [525] "Guaifenesin-Dextromethorphan"
## [526] "Heparin Flush (100 units/ml)"
## [527] "Lansoprazole Oral Suspension"
## [528] "MetFORMIN XR (Glucophage XR)"
## [529] "Nitrofurantoin (Macrodantin)"
## [530] "Nystatin-Triamcinolone Cream"
## [531] "Sodium Polystyrene Sulfonate"
## [532] "Sterile Water For Irrigation"
## [533] "Theophylline (Oral Solution)"
## [534] "Aluminum Hydroxide Suspension"
## [535] "Cetylpyridinium Chl (Cepacol)"
## [536] "Ciprofloxacin 0.3% Ophth Soln"
## [537] "Divalproex (EXTended Release)"
## [538] "Fluticasone Propionate 110mcg"
## [539] "Guaifenesin-Codeine Phosphate"
## [540] "Heparin Flush (5000 Units/mL)"
## [541] "Morphine Sulfate (Oral Soln.)"
## [542] "Oxycodone (Sustained Release)"
## [543] "Alteplase (Catheter Clearance)"
## [544] "Artificial Tears Preserv. Free"
## [545] "Calcium Replacement (Oncology)"
## [546] "Carbidopa-Levodopa CR (25-100)"
## [547] "MethylPREDNISolone Sodium Succ"
## [548] "OxycoDONE (Immediate Release) "
## [549] "OxycoDONE-Acetaminophen Elixir"
## [550] "Oxycodone-Acetaminophen Elixir"
## [551] "Propoxyphene Nap.-Apap (N-100)"
## [552] "Syringe (0.9% Sodium Chloride)"
## [553] "Fluticasone-Salmeterol (100/50)"
## [554] "Latanoprost 0.005% Ophth. Soln."
## [555] "Nystatin-Triamcinolone Ointment"
## [556] "Sodium Chloride 3% (Hypertonic)"
## [557] "Amino Acids 4.25% W/ Dextrose 5%"
## [558] "Citrate Dextrose 3% (ACD-A) CRRT"
## [559] "Fluticasone-Salmeterol (250/50) "
## [560] "Maalox/Diphenhydramine/Lidocaine"
## [561] "Brimonidine Tartrate 0.15% Ophth."
## [562] "Heparin Flush CVL (100 units/ml)"
## [563] "Heparin Flush PICC (100 units/ml)"
## [564] "Lidocaine 1%/Epinephrine 1:100000"
## [565] "Potassium Chl 20 mEq / 1000 mL NS"
## [566] "Potassium Chl 40 mEq / 1000 mL NS"
## [567] "Sulfameth/Trimethoprim Suspension"
## [568] "Dorzolamide 2%/Timolol 0.5% Ophth."
## [569] "Heparin Flush CRRT (5000 Units/mL)"
## [570] "Olanzapine (Disintegrating Tablet)"
## [571] "Potassium Chl 20 mEq / 1000 mL D5W"
## [572] "Potassium Chl 40 mEq / 1000 mL D5W"
## [573] "Potassium Chl 20 mEq / 1000 mL D5NS"
## [574] "0.9% Sodium Chloride (Mini Bag Plus)"
## [575] "Heparin Flush Hickman (100 units/ml)"
## [576] "Lansoprazole Oral Disintegrating Tab"
## [577] "PrednisoLONE Acetate 1% Ophth. Susp."
## [578] "Salmeterol Xinafoate Diskus (50 mcg)"
## [579] "Hepatitis B Immune Globulin (Nabi-HB)"
## [580] "Aluminum-Magnesium Hydrox.-Simethicone"
## [581] "Fluticasone-Salmeterol Diskus (100/50)"
## [582] "Fluticasone-Salmeterol Diskus (250/50) "
## [583] "Naphazoline-Pheniramine Ophth. Solution"
## [584] "Neomycin-Polymyxin-Dexameth Ophth. Oint"
## [585] "Chlorhexidine Gluconate 0.12% Oral Rinse"
## [586] "Potassium Chl 20 mEq / 1000 mL D5 1/2 NS"
## [587] "Potassium Chl 40 mEq / 1000 mL D5 1/2 NS"
## [588] "Bacitracin/Polymyxin B Sulfate Opht. Oint"
## [589] "Dextromethorphan-Guaifenesin (Sugar Free)"
## [590] "Isosorbide Mononitrate (Extended Release)"
## [591] "Morphine Sulfate (Concentrated Oral Soln)"
## [592] "Potassium Chloride Replacement (Oncology)"# For OMOP Dataset: Print unique drug concept names
unique_drugs_omop <- unique(omop_mimic_prescriptions$concept_name)
print(unique_drugs_omop)## [1] "1 ML Morphine Sulfate 2 MG/ML Prefilled Syringe"
## [2] "Bisacodyl 10 MG Rectal Suppository"
## [3] "Levothyroxine Sodium 0.1 MG Injection"
## [4] "Ascorbic Acid 500 MG Oral Tablet"
## [5] "24 HR Isosorbide Mononitrate 60 MG Extended Release Oral Tablet"
## [6] "Methimazole 5 MG Oral Tablet [Tapazole]"
## [7] "Phenytoin sodium 100 MG Extended Release Oral Capsule"
## [8] "Lidocaine Hydrochloride 10 MG/ML Injectable Solution"
## [9] "Fluticasone propionate 0.05 MG/ACTUAT Metered Dose Nasal Spray"
## [10] "Lorazepam 0.5 MG Oral Tablet"
## [11] "Acetylcysteine 200 MG/ML Inhalant Solution [Mucomyst-20]"
## [12] "50 ML rituximab 10 MG/ML Injection [Rituxan]"
## [13] "Ampicillin 1000 MG / Sulbactam 500 MG Injection"
## [14] "meropenem 1000 MG"
## [15] "Atenolol 25 MG Oral Tablet"
## [16] "Cefazolin 1000 MG Injection"
## [17] "Dolasetron 100 MG Oral Tablet [Anzemet]"
## [18] "cinacalcet 30 MG Oral Tablet [Sensipar]"
## [19] "insulin human, isophane 70 UNT/ML / Regular Insulin, Human 30 UNT/ML Injectable Suspension [Humulin]"
## [20] "50 ML Penicillin G Potassium 60000 UNT/ML Injection"
## [21] "Enalaprilat 1.25 MG/ML"
## [22] "Ursodiol 300 MG Oral Capsule"
## [23] "Ampicillin 2000 MG / Sulbactam 1000 MG Injection"
## [24] "Fluconazole 200 MG Oral Tablet"
## [25] "Prednisone 50 MG Oral Tablet"
## [26] "Mineral Oil 0.15 MG/MG / Petrolatum 0.83 MG/MG Ophthalmic Ointment"
## [27] "Hyoscyamine Sulfate 0.125 MG Sublingual Tablet"
## [28] "Nitroglycerin 0.4 MG Sublingual Tablet"
## [29] "Acetaminophen 325 MG / Oxycodone Hydrochloride 5 MG Oral Tablet [Percocet]"
## [30] "Ascorbic Acid 100 MG / Biotin 0.15 MG / Calcium Pantothenate 5 MG / Folic Acid 1 MG / Niacin 20 MG / pyridoxine 10 MG / Riboflavin 1.7 MG / Thiamine Mononitrate 1.5 MG / Vitamin B 12 0.006 MG Oral Capsule [Nephrocaps]"
## [31] "hydroxyurea 500 MG Oral Capsule [Hydrea]"
## [32] "Rifampin 600 MG Injection"
## [33] "24 HR Felodipine 2.5 MG Extended Release Oral Tablet"
## [34] "Lisinopril 10 MG Oral Tablet"
## [35] "Carbidopa 10 MG / Levodopa 100 MG Oral Tablet"
## [36] "Camphor 5 MG/ML / Menthol 5 MG/ML Topical Lotion [Sarna]"
## [37] "Docusate Sodium 100 MG Oral Capsule"
## [38] "Fludrocortisone 0.1 MG Oral Tablet"
## [39] "latanoprost 0.05 MG/ML Ophthalmic Solution [Xalatan]"
## [40] "Ganciclovir 500 MG Injection [Cytovene]"
## [41] "Finasteride 5 MG Oral Tablet"
## [42] "Methadone Hydrochloride 10 MG Oral Tablet"
## [43] "24 HR Nifedipine 30 MG Extended Release Oral Tablet [Adalat]"
## [44] "Hydromorphone Hydrochloride 4 MG Oral Tablet"
## [45] "Chlorpromazine hydrochloride 25 MG Oral Tablet"
## [46] "Amylases 60000 UNT / Endopeptidases 38000 UNT / Lipase 12000 UNT Delayed Release Oral Capsule [Creon]"
## [47] "Metoclopramide 1 MG/ML Oral Solution"
## [48] "Sodium polystyrene sulfonate 250 MG/ML Oral Suspension [Kionex]"
## [49] "Hydrocortisone 100 MG Injection [Solu-Cortef]"
## [50] "Menthol 5.4 MG Oral Lozenge [Cepacol Sore Throat from Post Nasal Drip]"
## [51] "Nafcillin 20 MG/ML Injectable Solution"
## [52] "Amylases 27000 UNT / Endopeptidases 17000 UNT / Lipase 5000 UNT Delayed Release Oral Capsule"
## [53] "heparin sodium, porcine 100 UNT/ML Injectable Solution"
## [54] "Amiodarone hydrochloride 50 MG/ML Injectable Solution"
## [55] "Ciprofloxacin 3 MG/ML Ophthalmic Solution"
## [56] "Sodium"
## [57] "Spironolactone 100 MG Oral Tablet"
## [58] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.04 MEQ/ML / Sodium Chloride 4.5 MG/ML Injection"
## [59] "Warfarin Sodium 2.5 MG Oral Tablet [Coumadin]"
## [60] "POLYETHYLENE GLYCOL 3350 17000 MG Powder for Oral Solution"
## [61] "Danazol 200 MG Oral Capsule"
## [62] "Dapsone 100 MG Oral Tablet"
## [63] "Acetazolamide 500 MG Injection"
## [64] "Abuse-Deterrent 12 HR Oxycodone Hydrochloride 10 MG Extended Release Oral Tablet [Oxycontin]"
## [65] "valganciclovir 450 MG Oral Tablet [Valcyte]"
## [66] "Phenazopyridine hydrochloride 100 MG Oral Tablet"
## [67] "cefepime 1000 MG Injection [Maxipime]"
## [68] "Etoposide 20 MG/ML Injectable Solution [Vepesid]"
## [69] "Vitamin K 1 10 MG/ML Injectable Solution"
## [70] "Clonazepam 0.5 MG Oral Tablet [Klonopin]"
## [71] "24 HR Glipizide 5 MG Extended Release Oral Tablet"
## [72] "Moexipril hydrochloride 7.5 MG Oral Tablet [Univasc]"
## [73] "20 ML Cisatracurium 10 MG/ML Injection [Nimbex]"
## [74] "Zolpidem tartrate 5 MG Oral Tablet"
## [75] "Penicillin V Potassium 500 MG Oral Tablet [Pen-Vee K]"
## [76] "Tamsulosin hydrochloride 0.4 MG Oral Capsule [Flomax]"
## [77] "Cimetidine 300 MG Oral Tablet"
## [78] "Tobramycin 40 MG/ML Injectable Solution"
## [79] "Mesna 100 MG/ML Injectable Solution"
## [80] "Metoclopramide 10 MG Oral Tablet"
## [81] "Citalopram 20 MG Oral Tablet"
## [82] "24 HR Metformin hydrochloride 500 MG Extended Release Oral Tablet"
## [83] "Adenosine 3 MG/ML Injection [Adenoscan]"
## [84] "Haloperidol 1 MG Oral Tablet"
## [85] "Diltiazem"
## [86] "polydextrose"
## [87] "Potassium Chloride 10 MEQ Extended Release Oral Tablet [Klor-Con]"
## [88] "Insulin Lispro 100 UNT/ML Injectable Solution [Humalog]"
## [89] "Alendronic acid 70 MG Oral Tablet [Fosamax]"
## [90] "Vecuronium"
## [91] "20 ML Ciprofloxacin 10 MG/ML Injection"
## [92] "2 ML Naloxone Hydrochloride 1 MG/ML Prefilled Syringe"
## [93] "24 HR venlafaxine 75 MG Extended Release Oral Capsule [Effexor]"
## [94] "atorvastatin 40 MG Oral Tablet [Lipitor]"
## [95] "Ascorbic Acid 250 MG Chewable Tablet"
## [96] "Acetaminophen 500 MG Oral Tablet [Mapap]"
## [97] "Sodium Phosphate, Dibasic / Sodium Phosphate, Monobasic Oral Solution"
## [98] "Guaifenesin 20 MG/ML Oral Solution"
## [99] "Clotrimazole 10 MG Oral Lozenge"
## [100] "Hydrocortisone 100 MG Injection"
## [101] "10 ML Etomidate 2 MG/ML Injection"
## [102] "Acetaminophen 300 MG / Codeine Phosphate 30 MG Oral Tablet [Tylenol with Codeine]"
## [103] "0.5 ML Influenza Virus Vaccine, Inactivated A-Brisbane-10-2007 (H3N2)-like virus (A-Uruguay-716-2007 NYMC X-175C) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated A-Brisbane-59-2007, IVR-148 (H1N1) strain 0.03 MG/ML / Influenza Virus Vaccine, Inac"
## [104] "insulin human, isophane 100 UNT/ML Injectable Suspension [Humulin N]"
## [105] "Azithromycin 250 MG Oral Tablet [Zithromax]"
## [106] "Trazodone Hydrochloride 50 MG Oral Tablet"
## [107] "200 ML Ciprofloxacin 2 MG/ML Injection"
## [108] "Levofloxacin 750 MG Oral Tablet [Levaquin]"
## [109] "Sulfamethoxazole 400 MG / Trimethoprim 80 MG Oral Tablet"
## [110] "Levalbuterol 0.21 MG/ML Inhalant Solution [Xopenex]"
## [111] "Menthol 3 MG Oral Lozenge [Cepacol Sore Throat from Post Nasal Drip]"
## [112] "Morphine Sulfate 30 MG Oral Tablet"
## [113] "Codeine Phosphate 2 MG/ML / Guaifenesin 20 MG/ML Oral Solution [Robitussin AC]"
## [114] "Dobutamine"
## [115] "Morphine Sulfate 15 MG Oral Tablet"
## [116] "Ciprofloxacin 250 MG Oral Tablet"
## [117] "ferrous sulfate 60 MG/ML Oral Solution"
## [118] "Daptomycin 500 MG Injection [Cubicin]"
## [119] "Camphor 5 MG/ML / Menthol 5 MG/ML Topical Lotion [Men-phor]"
## [120] "Divalproex Sodium 125 MG Delayed Release Oral Capsule [Depakote]"
## [121] "Flumazenil 0.1 MG/ML Injectable Solution [Romazicon]"
## [122] "glucagon (rDNA) 1 MG Injection [GlucaGen]"
## [123] "Acyclovir 50 MG/ML Injectable Solution"
## [124] "Mineral Oil 0.425 MG/MG / Petrolatum 0.568 MG/MG Ophthalmic Ointment [Refresh Lacri-Lube]"
## [125] "Ketorolac Tromethamine 5 MG/ML Ophthalmic Solution [Acular]"
## [126] "Amoxicillin 500 MG / Clavulanate 125 MG Oral Tablet [Augmentin]"
## [127] "Sodium Chloride Prefilled Syringe"
## [128] "Vasopressin (USP) 20 UNT/ML Injectable Solution"
## [129] "1 ML Midazolam 5 MG/ML Injection"
## [130] "Papain 26.5 MG/ML"
## [131] "sennosides, USP 8.6 MG Oral Tablet"
## [132] "Sertraline 100 MG Oral Tablet"
## [133] "Sucralfate 1000 MG Oral Tablet"
## [134] "ferrous gluconate 324 MG Oral Tablet"
## [135] "Acetaminophen 325 MG / butalbital 50 MG / Caffeine 40 MG Oral Tablet [Fioricet]"
## [136] "Gentamicin 40 MG/ML Injectable Solution"
## [137] "0.5 ML Vitamin K 1 2 MG/ML Prefilled Syringe"
## [138] "gabapentin 100 MG Oral Capsule [Neurontin]"
## [139] "Miconazole Nitrate 0.02 MG/MG Topical Powder [Mitrazol]"
## [140] "Zolpidem tartrate 5 MG Oral Tablet [Ambien]"
## [141] "Amiodarone hydrochloride 200 MG Oral Tablet [Cordarone]"
## [142] "Sodium Bicarbonate 650 MG Oral Tablet"
## [143] "Cromolyn Sodium 40 MG/ML Ophthalmic Solution"
## [144] "Levothyroxine Sodium 0.075 MG Oral Tablet [Synthroid]"
## [145] "Dextromethorphan Hydrobromide 2 MG/ML / Guaifenesin 20 MG/ML Oral Solution"
## [146] "2 ML Digoxin 0.25 MG/ML Injection"
## [147] "Simvastatin 40 MG Oral Tablet"
## [148] "Lactulose 667 MG/ML Oral Solution [Generlac]"
## [149] "pantoprazole 40 MG Delayed Release Oral Tablet [Protonix]"
## [150] "doxycycline hyclate 100 MG Oral Capsule"
## [151] "Levothyroxine Sodium 0.5 MG Injection"
## [152] "Vitamin B 12 0.1 MG Oral Tablet"
## [153] "Fosinopril Sodium 40 MG Oral Tablet [Monopril]"
## [154] "Oxycodone Hydrochloride 5 MG Oral Tablet"
## [155] "Water 1000 MG/ML Injectable Solution"
## [156] "dolasetron mesylate 20 MG/ML Injectable Solution [Anzemet]"
## [157] "COLLAGENASE 0.25 UNT/MG Topical Ointment [Santyl]"
## [158] "Phenylephrine Hydrochloride 10 MG/ML Injectable Solution"
## [159] "Glyburide 5 MG Oral Tablet [Micronase]"
## [160] "Codeine sulfate 30 MG Oral Tablet"
## [161] "2 ML Metoclopramide 5 MG/ML Injection"
## [162] "Phenobarbital 130 MG/ML Injectable Solution"
## [163] "Sodium Chloride 0.111 MEQ/ML Nasal Spray [Ocean brand of sodium chloride]"
## [164] "Acetaminophen 500 MG Oral Tablet"
## [165] "Vancomycin 100 MG/ML Injectable Solution"
## [166] "Warfarin Sodium 5 MG Oral Tablet [Coumadin]"
## [167] "Piperacillin 2000 MG / tazobactam 250 MG Injection [Zosyn]"
## [168] "24 HR Diltiazem Hydrochloride 240 MG Extended Release Oral Capsule [Tiazac]"
## [169] "Donepezil hydrochloride 10 MG Oral Tablet [Aricept]"
## [170] "Methimazole 10 MG Oral Tablet [Tapazole]"
## [171] "1 ML Enoxaparin sodium 150 MG/ML Prefilled Syringe [Lovenox]"
## [172] "Labetalol hydrochloride 100 MG Oral Tablet [Trandate]"
## [173] "Methadone Hydrochloride 10 MG/ML Injectable Solution [Dolophine]"
## [174] "Aspirin 325 MG Delayed Release Oral Tablet"
## [175] "1 ML Hydromorphone Hydrochloride 2 MG/ML Injection [Dilaudid]"
## [176] "100 ML Acetaminophen 10 MG/ML Injection [Ofirmev]"
## [177] "Lisinopril 10 MG Oral Tablet [Zestril]"
## [178] "24 HR metoprolol succinate 50 MG Extended Release Oral Tablet [Toprol]"
## [179] "Sertraline 50 MG Oral Tablet"
## [180] "Memantine hydrochloride 5 MG Oral Tablet [Namenda]"
## [181] "Dexamethasone 0.001 MG/MG / Neomycin 0.0035 MG/MG / Polymyxin B 10 UNT/MG Ophthalmic Ointment [Maxitrol]"
## [182] "Fentanyl"
## [183] "heparin sodium, porcine 5000 UNT/ML Injectable Solution"
## [184] "Acetaminophen 650 MG Rectal Suppository [Acephen]"
## [185] "1 ML Promethazine Hydrochloride 25 MG/ML Injection"
## [186] "isoniazid 300 MG Oral Tablet"
## [187] "Magnesium Hydroxide 80 MG/ML Oral Suspension"
## [188] "Hydrocortisone 10 MG Oral Tablet [Cortef]"
## [189] "Morphine Sulfate 2 MG/ML Oral Solution"
## [190] "Amiodarone hydrochloride 200 MG Oral Tablet"
## [191] "Famotidine 20 MG Oral Tablet [Pepcid]"
## [192] "Thioridazine 25 MG Oral Tablet"
## [193] "Atenolol 100 MG Oral Tablet"
## [194] "sevelamer hydrochloride 400 MG Oral Tablet [RenaGel]"
## [195] "quinidine gluconate 324 MG Extended Release Oral Tablet [Quinaglute]"
## [196] "Purified Protein Derivative of Tuberculin 50 UNT/ML Injectable Solution [Tubersol]"
## [197] "Hydrochlorothiazide 12.5 MG Oral Capsule"
## [198] "1 ML Phenylephrine Hydrochloride 10 MG/ML Injection"
## [199] "Diazepam 2 MG Oral Tablet"
## [200] "Propranolol Hydrochloride 10 MG Oral Tablet"
## [201] "Lisinopril 20 MG Oral Tablet"
## [202] "Acyclovir 50 MG/ML Injectable Solution [Zovirax]"
## [203] "Amiodarone"
## [204] "basiliximab 20 MG Injection [Simulect]"
## [205] "1 ML Haloperidol 5 MG/ML Injection [Haldol]"
## [206] "Oxycodone Hydrochloride 1 MG/ML Oral Solution [Roxicodone]"
## [207] "Polyvinyl Alcohol 0.014 ML/ML / Povidone 6 MG/ML Ophthalmic Solution [Refresh Lubricant]"
## [208] "2 ML Methotrexate 25 MG/ML Injection"
## [209] "Methotrexate 1000 MG Injection"
## [210] "Lisinopril 5 MG Oral Tablet [Zestril]"
## [211] "Albumin Human, USP 50 MG/ML Injection [Albutein]"
## [212] "Nadolol 20 MG Oral Tablet"
## [213] "Baclofen 10 MG Oral Tablet"
## [214] "{10 (Prednisone 10 MG Oral Tablet) } Pack"
## [215] "Pseudoephedrine Hydrochloride 30 MG Oral Tablet [Sudogest]"
## [216] "Pentobarbital Sodium 50 MG/ML Injectable Solution"
## [217] "Escitalopram 10 MG Oral Tablet [Lexapro]"
## [218] "Diazepam 10 MG Oral Tablet"
## [219] "Miconazole Nitrate 0.02 MG/MG Topical Powder [Desenex]"
## [220] "lansoprazole 30 MG Disintegrating Oral Tablet"
## [221] "Ranitidine 15 MG/ML Oral Solution"
## [222] "POLYETHYLENE GLYCOL 3350 236000 MG / Potassium Chloride 2970 MG / Sodium Bicarbonate 6740 MG / Sodium Chloride 5860 MG / sodium sulfate 22740 MG Powder for Oral Solution [Golytely]"
## [223] "Hydrochlorothiazide 25 MG Oral Tablet [Oretic]"
## [224] "Nitroglycerin 0.3 MG Sublingual Tablet [Nitroquick]"
## [225] "Amiodarone hydrochloride 50 MG/ML Injectable Solution [Cordarone]"
## [226] "5 ML heparin sodium, porcine 100 UNT/ML Prefilled Syringe"
## [227] "Furosemide 40 MG Oral Tablet"
## [228] "1 ML Epinephrine 1 MG/ML Injection"
## [229] "4 ML Norepinephrine 1 MG/ML Injection [Levophed]"
## [230] "Morphine Sulfate 20 MG/ML Oral Solution [Roxanol]"
## [231] "tizanidine 4 MG Oral Tablet"
## [232] "5 ML Levetiracetam 100 MG/ML Injection [Keppra]"
## [233] "1 ML Ketorolac Tromethamine 15 MG/ML Injection"
## [234] "quetiapine 200 MG Oral Tablet [Seroquel]"
## [235] "Cephalexin 500 MG Oral Capsule"
## [236] "Ranitidine 150 MG Oral Tablet [Zantac]"
## [237] "Fluid intake intravascular Measured"
## [238] "Glucose 50 MG/ML Injectable Solution"
## [239] "Aspirin 81 MG Delayed Release Oral Tablet [Aspir-Low]"
## [240] "Levothyroxine Sodium 0.1 MG Oral Tablet [Synthroid]"
## [241] "2 ML Prochlorperazine 5 MG/ML Injection"
## [242] "10 ML Epinephrine 0.1 MG/ML Prefilled Syringe"
## [243] "Leucovorin 25 MG Oral Tablet"
## [244] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.02 MEQ/ML Injection"
## [245] "Clonidine Hydrochloride 0.1 MG Oral Tablet"
## [246] "Albuterol 0.83 MG/ML Inhalant Solution"
## [247] "duloxetine 30 MG Delayed Release Oral Capsule [Cymbalta]"
## [248] "chlorhexidine gluconate 1.2 MG/ML Mouthwash"
## [249] "300 ML linezolid 2 MG/ML Injection [Zyvox]"
## [250] "1 ML Ketorolac Tromethamine 30 MG/ML Injection"
## [251] "1 ML Epoetin Alfa 4000 UNT/ML Injection [Procrit]"
## [252] "Levetiracetam 250 MG Oral Tablet"
## [253] "Dopamine"
## [254] "gabapentin 50 MG/ML Oral Solution [Neurontin]"
## [255] "Amylases 30000 UNT / Endopeptidases 30000 UNT / Lipase 8000 UNT Oral Tablet [Viokase]"
## [256] "Diphenhydramine Hydrochloride 50 MG/ML Injectable Solution"
## [257] "Erythromycin 0.005 MG/MG Ophthalmic Ointment"
## [258] "Leucovorin 5 MG Oral Tablet"
## [259] "10 ML Nicardipine hydrochloride 2.5 MG/ML Injection [Cardene]"
## [260] "rivastigmine 1.5 MG Oral Capsule [Exelon]"
## [261] "Isosorbide Dinitrate 20 MG Oral Tablet"
## [262] "Potassium Chloride 10 MEQ Extended Release Oral Capsule"
## [263] "Cytarabine 20 MG/ML Injectable Solution"
## [264] "Thiamine hydrochloride 100 MG/ML Injectable Solution"
## [265] "24 HR Propranolol Hydrochloride 80 MG Extended Release Oral Capsule [Inderal]"
## [266] "Mannitol 200 MG/ML Injection [Osmitrol]"
## [267] "Nitroprusside"
## [268] "Piperacillin 4000 MG / tazobactam 500 MG Injection [Zosyn]"
## [269] "Diltiazem Hydrochloride 30 MG Oral Tablet"
## [270] "Diltiazem Hydrochloride 60 MG Oral Tablet"
## [271] "Clindamycin 150 MG/ML Injectable Solution"
## [272] "Simvastatin 10 MG Oral Tablet"
## [273] "Acyclovir 200 MG Oral Capsule"
## [274] "1 ML Phenylephrine Hydrochloride 10 MG/ML Injection [Neo-Synephrine]"
## [275] "Ceftriaxone 1000 MG Injection [Rocephin]"
## [276] "Ascorbic Acid 100 MG/ML Oral Solution"
## [277] "Ascorbic Acid 90 MG/ML Oral Solution"
## [278] "Alprazolam 0.25 MG Oral Tablet"
## [279] "Vitamin B6 25 MG Oral Tablet"
## [280] "Lidocaine Hydrochloride 20 MG/ML Injectable Solution"
## [281] "1 ML Meperidine Hydrochloride 50 MG/ML Cartridge [Demerol]"
## [282] "1 ML Hydralazine Hydrochloride 20 MG/ML Injection"
## [283] "Acetylcysteine 200 MG/ML Inhalant Solution"
## [284] "magnesium citrate 58.2 MG/ML Oral Solution"
## [285] "0.5 ML Fondaparinux sodium 5 MG/ML Prefilled Syringe [Arixtra]"
## [286] "Aluminum Hydroxide 40 MG/ML / Magnesium Hydroxide 40 MG/ML / Simethicone 4 MG/ML Oral Suspension [Maalox Plus]"
## [287] "tiotropium 0.018 MG Inhalant Powder [Spiriva]"
## [288] "Sertraline 50 MG Oral Tablet [Zoloft]"
## [289] "tolterodine tartrate 1 MG Oral Tablet [Detrol]"
## [290] "Vancomycin 100 MG/ML Injectable Solution [Vancocin]"
## [291] "Magnesium Oxide 400 MG Oral Tablet"
## [292] "Haloperidol 5 MG Oral Tablet"
## [293] "12 HR Carbamazepine 100 MG Extended Release Oral Tablet [Tegretol]"
## [294] "Prednisone 2.5 MG Oral Tablet"
## [295] "duloxetine 20 MG Delayed Release Oral Capsule [Cymbalta]"
## [296] "Epoetin Alfa 10000 UNT/ML Injectable Solution [Epogen]"
## [297] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.04 MEQ/ML / Sodium Chloride 9 MG/ML Injection"
## [298] "gabapentin 400 MG Oral Capsule"
## [299] "Prednisone 10 MG Oral Tablet"
## [300] "calcium acetate 667 MG Oral Tablet [Phoslo]"
## [301] "erythromycin lactobionate 500 MG Injection"
## [302] "Thiamine 100 MG Oral Tablet"
## [303] "1.6 ML Filgrastim 0.3 MG/ML Injection [Neupogen]"
## [304] "Labetalol hydrochloride 100 MG Oral Tablet"
## [305] "Nitroglycerin 0.02 MG/MG Topical Ointment [Nitro-Bid]"
## [306] "Nortriptyline 10 MG Oral Capsule"
## [307] "pregabalin 75 MG Oral Capsule [Lyrica]"
## [308] "Ciprofloxacin 500 MG Oral Tablet [Cipro]"
## [309] "heparin sodium, porcine 10000 UNT/ML Injectable Solution"
## [310] "Nitroglycerin 0.02 MG/MG Topical Ointment"
## [311] "Transfusion of red blood cells"
## [312] "lansoprazole 30 MG Delayed Release Oral Capsule"
## [313] "Clindamycin 15 MG/ML Oral Solution [Cleocin]"
## [314] "Penicillin G Potassium 1000000 UNT/ML Injectable Solution [Pfizerpen]"
## [315] "Acebutolol Hydrochloride 200 MG Oral Capsule [Sectral]"
## [316] "Levofloxacin 250 MG Oral Tablet"
## [317] "Indomethacin 25 MG Oral Capsule"
## [318] "Ampicillin 2000 MG / Sulbactam 1000 MG Injection [Unasyn]"
## [319] "Acetaminophen 325 MG / Oxycodone Hydrochloride 5 MG Oral Tablet [Roxicet]"
## [320] "Fluconazole 200 MG Oral Tablet [Diflucan]"
## [321] "mycophenolate mofetil 500 MG Injection [Cellcept]"
## [322] "Tacrolimus 1 MG Oral Capsule [Prograf]"
## [323] "100 ML Esmolol hydrochloride 20 MG/ML Injection [Brevibloc]"
## [324] "Vitamin K 1 5 MG Oral Tablet [Mephyton]"
## [325] "Piperacillin 200 MG/ML / tazobactam 25 MG/ML Injectable Solution [Zosyn]"
## [326] "benzonatate 100 MG Oral Capsule"
## [327] "1 ML Hydromorphone Hydrochloride 4 MG/ML Cartridge"
## [328] "24 HR Nifedipine 60 MG Extended Release Oral Tablet [Adalat]"
## [329] "Lidocaine 0.05 MG/MG Medicated Patch [Lidoderm]"
## [330] "Water 1000 MG/ML Irrigation Solution"
## [331] "0.4 ML Fondaparinux sodium 12.5 MG/ML Prefilled Syringe [Arixtra]"
## [332] "Amylases 33200 UNT / Endopeptidases 37500 UNT / Lipase 10000 UNT Delayed Release Oral Capsule [Creon]"
## [333] "Levothyroxine Sodium 0.112 MG Oral Tablet [Synthroid]"
## [334] "10 ML Calcium Chloride 100 MG/ML Prefilled Syringe"
## [335] "Tacrolimus 5 MG Oral Capsule [Prograf]"
## [336] "candesartan cilexetil 4 MG Oral Tablet [Atacand]"
## [337] "cefepime 2000 MG Injection"
## [338] "Epinephrine 0.01 MG/ML / Lidocaine Hydrochloride 10 MG/ML Injectable Solution"
## [339] "Dexamethasone phosphate 10 MG/ML Injectable Solution"
## [340] "Pravastatin Sodium 20 MG Oral Tablet [Pravachol]"
## [341] "28 ACTUAT Fluticasone propionate 0.25 MG/ACTUAT / salmeterol 0.05 MG/ACTUAT Dry Powder Inhaler [Advair]"
## [342] "olanzapine 5 MG Disintegrating Oral Tablet [Zyprexa]"
## [343] "Furosemide 80 MG Oral Tablet"
## [344] "Phenobarbital 30 MG Oral Tablet"
## [345] "Regular Insulin, Human 100 UNT/ML Injectable Solution [Humulin R]"
## [346] "200 ACTUAT Ipratropium Bromide 0.018 MG/ACTUAT Metered Dose Inhaler [Atrovent]"
## [347] "100 ML Potassium Chloride 0.1 MEQ/ML Injection"
## [348] "Lidocaine Hydrochloride 20 MG/ML Mucous Membrane Topical Solution"
## [349] "Carboplatin 10 MG/ML Injectable Solution"
## [350] "Doxazosin 1 MG Oral Tablet"
## [351] "Vecuronium Bromide 1 MG/ML Injectable Solution"
## [352] "Minoxidil 10 MG Oral Tablet"
## [353] "0.8 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [354] "Dicloxacillin 250 MG Oral Capsule"
## [355] "Aluminum Hydroxide 120 MG/ML Oral Suspension"
## [356] "Magnesium Sulfate 1.2 MEQ/ML"
## [357] "50 ML Levofloxacin 5 MG/ML Injection"
## [358] "Benzocaine 200 MG/ML Mucosal Spray [Hurricaine]"
## [359] "Donepezil hydrochloride 5 MG Oral Tablet [Aricept]"
## [360] "Paclitaxel 6 MG/ML Injectable Solution"
## [361] "Imipramine Hydrochloride 25 MG Oral Tablet"
## [362] "Sirolimus 1 MG/ML Oral Solution [Rapamune]"
## [363] "Transfusion of fresh frozen plasma"
## [364] "Metoprolol Tartrate 25 MG Oral Tablet"
## [365] "Potassium"
## [366] "Penicillin V Potassium 250 MG Oral Tablet"
## [367] "250 ML heparin sodium, porcine 100 UNT/ML Injection"
## [368] "Hydromorphone Hydrochloride 4 MG Oral Tablet [Dilaudid]"
## [369] "Soybean Oil 200 MG/ML Injectable Suspension [Intralipid]"
## [370] "Phenytoin sodium 50 MG/ML"
## [371] "Lorazepam 1 MG Oral Tablet"
## [372] "100 ML Metronidazole 5 MG/ML Injection"
## [373] "Nystatin 100000 UNT/ML Oral Suspension"
## [374] "Calcium Carbonate 500 MG Chewable Tablet"
## [375] "Sodium polystyrene sulfonate 250 MG/ML Oral Suspension"
## [376] "Alprazolam 1 MG Oral Tablet"
## [377] "Calcium Chloride 0.001 MEQ/ML / Glucose 50 MG/ML / Potassium Chloride 0.004 MEQ/ML / Sodium Chloride 0.103 MEQ/ML / Sodium Lactate 0.028 MEQ/ML Injectable Solution"
## [378] "Cefazolin 200 MG/ML Injectable Solution"
## [379] "ziprasidone 80 MG Oral Capsule [Geodon]"
## [380] "50 ML Magnesium Sulfate 40 MG/ML Injection"
## [381] "Calcium Chloride 0.0014 MEQ/ML / Potassium Chloride 0.004 MEQ/ML / Sodium Chloride 0.103 MEQ/ML / Sodium Lactate 0.028 MEQ/ML Injectable Solution"
## [382] "Doxorubicin Hydrochloride 2 MG/ML Injectable Solution"
## [383] "Zinc Sulfate 220 MG Oral Capsule"
## [384] "Vitamin K 1 5 MG Oral Tablet"
## [385] "Levetiracetam 500 MG Oral Tablet [Keppra]"
## [386] "50 ML Penicillin G Potassium 40000 UNT/ML Injection"
## [387] "Nystatin 100000 UNT/ML Topical Cream"
## [388] "Vecuronium Bromide 1 MG/ML Injectable Solution [Norcuron]"
## [389] "Nitroglycerin"
## [390] "0.6 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [391] "Metronidazole 500 MG Oral Tablet"
## [392] "Sulfamethoxazole 40 MG/ML / Trimethoprim 8 MG/ML Oral Suspension [Sulfatrim]"
## [393] "Methylprednisolone 62.5 MG/ML Injectable Solution [Solu-Medrol]"
## [394] "Sulfamethoxazole 800 MG / Trimethoprim 160 MG Oral Tablet"
## [395] "pregabalin 25 MG Oral Capsule [Lyrica]"
## [396] "Aluminum Hydroxide 40 MG/ML / Magnesium Hydroxide 40 MG/ML / Simethicone 4 MG/ML Oral Suspension"
## [397] "0.5 ML Influenza Virus Vaccine, Inactivated A-California-07-2009 X-181 (H1N1) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated A-Victoria-210-2009 X-187 (H3N2) (A-Perth-16-2009) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated B-Brisbane-6"
## [398] "Sodium Chloride 234 MG/ML Injectable Solution"
## [399] "Prednisone 5 MG Oral Tablet"
## [400] "zonisamide 25 MG Oral Capsule"
## [401] "Milrinone"
## [402] "Acetaminophen 325 MG / Oxycodone Hydrochloride 5 MG Oral Tablet"
## [403] "erlotinib 150 MG Oral Tablet [Tarceva]"
## [404] "Folic Acid 1 MG Oral Tablet"
## [405] "Aspirin 81 MG Chewable Tablet"
## [406] "gabapentin 300 MG Oral Capsule"
## [407] "4 ML Norepinephrine 1 MG/ML Injection"
## [408] "Lidocaine Hydrochloride 10 MG/ML Injectable Solution [Xylocaine]"
## [409] "Morphine Sulfate 15 MG Extended Release Oral Tablet"
## [410] "Prochlorperazine 5 MG Oral Tablet"
## [411] "Rifampin 300 MG Oral Capsule [Rifadin]"
## [412] "bismuth subsalicylate 17.5 MG/ML Oral Suspension"
## [413] "Pentamidine Isethionate 50 MG/ML Inhalant Solution [NebuPent]"
## [414] "Fluocinonide 0.0005 MG/MG Topical Ointment"
## [415] "Propofol"
## [416] "1 ML Hydromorphone Hydrochloride 4 MG/ML Injection [Dilaudid]"
## [417] "3 ML Amiodarone hydrochloride 50 MG/ML Injection"
## [418] "Clonazepam 1 MG Oral Tablet"
## [419] "Allopurinol 100 MG Oral Tablet"
## [420] "60 ACTUAT Fluticasone propionate 0.11 MG/ACTUAT Metered Dose Inhaler [Flovent]"
## [421] "docetaxel 40 MG/ML Injectable Solution"
## [422] "Phenobarbital 15 MG Oral Tablet"
## [423] "Labetalol hydrochloride 200 MG Oral Tablet"
## [424] "Succinylcholine Chloride 20 MG/ML Injectable Solution [Quelicin]"
## [425] "Metoprolol Tartrate 50 MG Oral Tablet"
## [426] "Levothyroxine Sodium 0.025 MG Oral Tablet [Synthroid]"
## [427] "Midazolam 1 MG/ML Injectable Solution"
## [428] "Acetaminophen 300 MG / Codeine Phosphate 30 MG Oral Tablet"
## [429] "Aspirin 325 MG Oral Tablet"
## [430] "ertapenem 1000 MG Injection [Invanz]"
## [431] "200 ML Ciprofloxacin 2 MG/ML Injection [Cipro]"
## [432] "Levothyroxine Sodium 0.175 MG Oral Tablet [Synthroid]"
## [433] "olanzapine 2.5 MG Oral Tablet"
## [434] "1 ML Atropine Sulfate 1 MG/ML Injection"
## [435] "Docusate Sodium 100 MG Oral Capsule [DOK]"
## [436] "Ciprofloxacin 500 MG Oral Tablet"
## [437] "olanzapine 5 MG Oral Tablet"
## [438] "0.5 ML pneumococcal capsular polysaccharide type 1 vaccine 0.05 MG/ML / pneumococcal capsular polysaccharide type 10A vaccine 0.05 MG/ML / pneumococcal capsular polysaccharide type 11A vaccine 0.05 MG/ML / pneumococcal capsular polysaccharide type 12F vac"
## [439] "Epoprostenol 0.5 MG Injection [Flolan]"
## [440] "gabapentin 100 MG Oral Capsule"
## [441] "24 HR metoprolol succinate 25 MG Extended Release Oral Tablet [Toprol]"
## [442] "Calcitriol 0.00025 MG Oral Capsule"
## [443] "Acetaminophen 650 MG / propoxyphene napsylate 100 MG Oral Tablet"
## [444] "Ondansetron 4 MG Disintegrating Oral Tablet"
## [445] "Cisatracurium"
## [446] "Ceftriaxone 1000 MG Injection"
## [447] "Ipratropium Bromide 0.2 MG/ML Inhalant Solution"
## [448] "24 HR Glipizide 2.5 MG Extended Release Oral Tablet"
## [449] "1 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [450] "28 ACTUAT salmeterol 0.05 MG/ACTUAT Dry Powder Inhaler [Serevent]"
## [451] "Propranolol Hydrochloride 40 MG Oral Tablet"
## [452] "Labetalol hydrochloride 5 MG/ML Injectable Solution"
## [453] "Azithromycin 250 MG Oral Tablet"
## [454] "1 ML Filgrastim 0.3 MG/ML Injection [Neupogen]"
## [455] "10 ML Atropine Sulfate 0.1 MG/ML Prefilled Syringe"
## [456] "Levothyroxine Sodium 0.2 MG Injection"
## [457] "Hydromorphone Hydrochloride 2 MG Oral Tablet [Dilaudid]"
## [458] "pioglitazone 15 MG Oral Tablet [Actos]"
## [459] "Carbidopa 25 MG / Levodopa 100 MG Extended Release Oral Tablet [Sinemet]"
## [460] "Platelet transfusion"
## [461] "Glipizide 5 MG Oral Tablet"
## [462] "Octreotide 0.1 MG/ML Injection"
## [463] "atorvastatin 10 MG Oral Tablet [Lipitor]"
## [464] "50 ML Gentamicin 1.6 MG/ML Injection"
## [465] "Diltiazem Hydrochloride 90 MG Oral Tablet"
## [466] "Nesiritide 1.5 MG Injection [Natrecor]"
## [467] "torsemide 20 MG Oral Tablet [Demadex]"
## [468] "olanzapine 10 MG Injection [Zyprexa]"
## [469] "Glipizide 10 MG Oral Tablet"
## [470] "zonisamide 100 MG Oral Capsule"
## [471] "Morphine Sulfate 10 MG/ML Injectable Solution"
## [472] "Atenolol 50 MG Oral Tablet"
## [473] "0.5 ML Influenza Virus Vaccine, Inactivated, A-H1N1 (A-Brisbane-59-2007) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated, A-H3N2 (A-Uruguay-716-2007) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated, Influenza B (B-Florida-4-2006) strain"
## [474] "Meperidine Hydrochloride 10 MG/ML Oral Solution"
## [475] "Tacrolimus 0.5 MG Oral Capsule [Prograf]"
## [476] "Lactulose 667 MG/ML Oral Solution"
## [477] "clopidogrel 75 MG Oral Tablet [Plavix]"
## [478] "Diazepam 5 MG/ML Injectable Solution"
## [479] "Diphenhydramine Hydrochloride 2.5 MG/ML Oral Solution"
## [480] "Ampicillin 250 MG/ML Injectable Solution"
## [481] "Morphine Sulfate 30 MG Extended Release Oral Tablet"
## [482] "Magnesium Chloride / Sodium Bicarbonate / Sodium Chloride Injectable Solution [Normocarb HF 25]"
## [483] "Hydralazine Hydrochloride 50 MG Oral Tablet"
## [484] "midodrine hydrochloride 5 MG Oral Tablet [Proamatine]"
## [485] "potassium phosphate 155 MG / Sodium Phosphate, Dibasic 852 MG / Sodium Phosphate, Monobasic 130 MG Oral Tablet [Phospha 250 Neutral]"
## [486] "0.3 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [487] "Enalapril Maleate 10 MG Oral Tablet"
## [488] "Hydrocortisone 5 MG Oral Tablet [Cortef]"
## [489] "Albumin Human, USP 50 MG/ML Injection [Buminate]"
## [490] "200 ACTUAT Albuterol 0.09 MG/ACTUAT Metered Dose Inhaler"
## [491] "Ergocalciferol 50000 UNT Oral Capsule"
## [492] "sevelamer hydrochloride 800 MG Oral Tablet [RenaGel]"
## [493] "Digoxin 0.25 MG Oral Tablet [Lanoxin]"
## [494] "24 HR Divalproex Sodium 250 MG Extended Release Oral Tablet"
## [495] "Minoxidil 2.5 MG Oral Tablet [Loniten]"
## [496] "Lidocaine Hydrochloride 0.02 MG/MG Topical Gel"
## [497] "Brimonidine tartrate 1.5 MG/ML Ophthalmic Solution [Alphagan]"
## [498] "Dextromethorphan Hydrobromide 2 MG/ML / Guaifenesin 20 MG/ML Oral Solution [Diabetic Tussin DM]"
## [499] "Verapamil hydrochloride 240 MG Extended Release Oral Tablet"
## [500] "Trazodone Hydrochloride 100 MG Oral Tablet"
## [501] "Metformin hydrochloride 500 MG Oral Tablet [Glucophage]"
## [502] "Megestrol Acetate 40 MG/ML Oral Suspension"
## [503] "Sodium Chloride 0.154 MEQ/ML Irrigation Solution"
## [504] "sennosides, USP 1.76 MG/ML Oral Solution [Senokot]"
## [505] "lansoprazole 30 MG Disintegrating Oral Tablet [Prevacid]"
## [506] "Fentanyl 0.05 MG/ML Injection [Sublimaze]"
## [507] "Bacitracin 0.5 UNT/MG / Polymyxin B 10 UNT/MG Ophthalmic Ointment"
## [508] "10 ML Nitroglycerin 5 MG/ML Injection"
## [509] "Nystatin 100000 UNT/ML / Triamcinolone Acetonide 1 MG/ML Topical Cream"
## [510] "cefepime 1000 MG Injection"
## [511] "Potassium Chloride 2 MEQ/ML Injectable Solution"
## [512] "Mirtazapine 15 MG Disintegrating Oral Tablet [Remeron]"
## [513] "sennosides, USP 8.6 MG Oral Tablet [Senokot]"
## [514] "Aspirin 300 MG Rectal Suppository"
## [515] "Lisinopril 5 MG Oral Tablet"
## [516] "Dexamethasone phosphate 4 MG/ML Injectable Solution"
## [517] "2 ML Sodium Nitroprusside 25 MG/ML Injection"
## [518] "Dexamethasone 4 MG Oral Tablet"
## [519] "Methylprednisolone 40 MG Injection [Solu-Medrol]"
## [520] "24 HR Diltiazem Hydrochloride 120 MG Extended Release Oral Capsule"
## [521] "Glucose 500 MG/ML Injectable Solution"
## [522] "120 ACTUAT Fluticasone propionate 0.11 MG/ACTUAT Metered Dose Inhaler [Flovent]"
## [523] "28 ACTUAT Fluticasone propionate 0.1 MG/ACTUAT / salmeterol 0.05 MG/ACTUAT Dry Powder Inhaler [Advair]"
## [524] "Bisacodyl 5 MG Delayed Release Oral Tablet"
## [525] "Famotidine 20 MG Oral Tablet"
## [526] "Prochlorperazine 10 MG Oral Tablet"
## [527] "midodrine hydrochloride 2.5 MG Oral Tablet [Proamatine]"
## [528] "valsartan 160 MG Oral Tablet [Diovan]"
## [529] "Hydralazine Hydrochloride 10 MG Oral Tablet"
## [530] "Nicardipine"
## [531] "Ethambutol Hydrochloride 400 MG Oral Tablet [Myambutol]"
## [532] "Rosuvastatin calcium 5 MG Oral Tablet [Crestor]"
## [533] "Nystatin 100 UNT/MG / Triamcinolone Acetonide 0.001 MG/MG Topical Ointment"
## [534] "Warfarin Sodium 1 MG Oral Tablet [Coumadin]"
## [535] "tizanidine 2 MG Oral Tablet [Zanaflex]"
## [536] "Calcium Carbonate 1250 MG Oral Tablet"
## [537] "0.8 ML Enoxaparin sodium 150 MG/ML Prefilled Syringe [Lovenox]"
## [538] "mycophenolate mofetil 200 MG/ML Oral Suspension [Cellcept]"
## [539] "linezolid 600 MG Oral Tablet [Zyvox]"
## [540] "150 ML Levofloxacin 5 MG/ML Injection [Levaquin]"
## [541] "Docusate Sodium 10 MG/ML Oral Suspension"
## [542] "Allopurinol 300 MG Oral Tablet"
## [543] "Acetaminophen 32 MG/ML Oral Solution"
## [544] "Morphine Sulfate 1 MG/ML"
## [545] "atorvastatin 80 MG Oral Tablet [Lipitor]"
## [546] "Naproxen 250 MG Oral Tablet"
## [547] "doxycycline hyclate 100 MG Injection [Doxy]"
## [548] "Ceftazidime 1000 MG Injection [Fortaz]"
## [549] "Ranitidine 15 MG/ML Oral Solution [Zantac]"
## [550] "Ondansetron 2 MG/ML Injectable Solution"
## [551] "1 ML Lorazepam 2 MG/ML Cartridge"
## [552] "Tetrahydrocannabinol 2.5 MG Oral Capsule [Marinol]"
## [553] "rifaximin 200 MG Oral Tablet [XIFAXAN]"
## [554] "Methylprednisolone 62.5 MG/ML Injectable Solution"
## [555] "Labetalol hydrochloride 5 MG/ML Injectable Solution [Normodyne]"
## [556] "Phenobarbital 65 MG/ML Injectable Solution"
## [557] "Sulfamethoxazole 80 MG/ML / Trimethoprim 16 MG/ML Injectable Solution"
## [558] "Sodium Phosphate, Dibasic 59.3 MG/ML / Sodium Phosphate, Monobasic 161 MG/ML Enema"
## [559] "Clonazepam 0.5 MG Oral Tablet"
## [560] "Ceftriaxone 2000 MG Injection"
## [561] "montelukast 10 MG Oral Tablet [Singulair]"
## [562] "1 ML Morphine Sulfate 8 MG/ML Injection"
## [563] "Albumin Human, USP 250 MG/ML Injection"
## [564] "Clarithromycin 500 MG Oral Tablet [Biaxin]"
## [565] "Meclizine Hydrochloride 12.5 MG Oral Tablet"
## [566] "Clotrimazole 10 MG/ML Topical Cream"
## [567] "Nystatin 100 UNT/MG Topical Ointment"
## [568] "24 HR Isosorbide Mononitrate 30 MG Extended Release Oral Tablet"
## [569] "Potassium Chloride 10 MEQ [K-10]"
## [570] "Azithromycin 500 MG Injection [Zithromax]"
## [571] "cilostazol 100 MG Oral Tablet"
## [572] "ferrous sulfate 300 MG Oral Tablet [Ferratab]"
## [573] "tramadol hydrochloride 50 MG Oral Tablet [Ultram]"
## [574] "Simvastatin 40 MG Oral Tablet [Zocor]"
## [575] "Levofloxacin 500 MG Oral Tablet [Levaquin]"
## [576] "24 HR metoprolol succinate 25 MG Extended Release Oral Tablet"
## [577] "0.5 ML Influenza Virus Vaccine, Inactivated A-Brisbane-59-2007, IVR-148 (H1N1) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated A-Uruguay-716-2007, NYMC X-175C (H3N2) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated B-Brisbane-60-2008 stra"
## [578] "benzonatate 100 MG Oral Capsule [Tessalon Perles]"
## [579] "Nortriptyline 25 MG Oral Capsule"
## [580] "Phenytoin 25 MG/ML Oral Suspension [Dilantin]"
## [581] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.04 MEQ/ML Injection"
## [582] "Fluid intake oral Estimated"
## [583] "gabapentin 300 MG Oral Capsule [Neurontin]"
## [584] "Cyproheptadine hydrochloride 4 MG Oral Tablet"
## [585] "Phenytoin sodium 100 MG Extended Release Oral Capsule [Dilantin]"
## [586] "Captopril 25 MG Oral Tablet"
## [587] "24 HR metoprolol succinate 100 MG Extended Release Oral Tablet [Toprol]"
## [588] "Metolazone 5 MG Oral Tablet"
## [589] "Sumatriptan 12 MG/ML Injection [Imitrex]"
## [590] "cabergoline 0.5 MG Oral Tablet"
## [591] "Midazolam"
## [592] "Omeprazole 20 MG Delayed Release Oral Capsule"
## [593] "Vancomycin 50 MG/ML Injectable Solution"
## [594] "1 ML Hydromorphone Hydrochloride 1 MG/ML Prefilled Syringe"
## [595] "0.4 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [596] "50 ML Sodium Bicarbonate 84 MG/ML Prefilled Syringe"
## [597] "Levothyroxine Sodium 0.05 MG Oral Tablet [Synthroid]"
## [598] "prednisolone acetate 10 MG/ML Ophthalmic Suspension"
## [599] "Loperamide Hydrochloride 2 MG Oral Capsule"
## [600] "moxifloxacin 5 MG/ML Ophthalmic Solution [Vigamox]"
## [601] "atorvastatin 20 MG Oral Tablet [Lipitor]"
## [602] "Paroxetine Hydrochloride 2 MG/ML Oral Suspension"
## [603] "5 ML Metoprolol Tartrate 1 MG/ML Injection"
## [604] "Captopril 12.5 MG Oral Tablet"
## [605] "50 ML Gentamicin 2 MG/ML Injection"
## [606] "quinapril 20 MG Oral Tablet [Accupril]"
## [607] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.02 MEQ/ML / Sodium Chloride 9 MG/ML Injection"
## [608] "Phenytoin 50 MG Chewable Tablet [Dilantin]"
## [609] "Fluid intake urinary bladder irrigation Estimated"
## [610] "5 ML heparin sodium, porcine 10 UNT/ML Prefilled Syringe"
## [611] "2 ML Magnesium Sulfate 500 MG/ML Injection"
## [612] "ferrous sulfate 325 MG Oral Tablet"
## [613] "500 ML Hetastarch 60 MG/ML Injection"
## [614] "Pyrazinamide 500 MG Oral Tablet"
## [615] "Ranitidine 150 MG Oral Tablet"
## [616] "Ampicillin 500 MG Oral Capsule"
## [617] "Spironolactone 25 MG Oral Tablet"
## [618] "bimatoprost 0.3 MG/ML Ophthalmic Solution"
## [619] "Simethicone 80 MG Chewable Tablet"
## [620] "Glycopyrrolate 0.2 MG/ML Injectable Solution"
## [621] "Lamivudine 100 MG Oral Tablet [Epivir HBV]"
## [622] "1000 ML Potassium Chloride 0.02 MEQ/ML / Sodium Chloride 9 MG/ML Injection"
## [623] "Theophylline 5.33 MG/ML Oral Solution [Elixophyllin]"
## [624] "50 ML Glucose 500 MG/ML Prefilled Syringe"
## [625] "Oxybutynin chloride 5 MG Oral Tablet"
## [626] "Nesiritide 1.5 MG"
## [627] "Etoposide 20 MG/ML Injectable Solution [Toposar]"
## [628] "Sodium Chloride 1000 MG Oral Tablet"
## [629] "Warfarin Sodium 2 MG Oral Tablet [Coumadin]"
## [630] "Pramoxine hydrochloride 0.01 MG/MG / Zinc Oxide 0.125 MG/MG Topical Ointment [Anusol]"
## [631] "Diphenhydramine Hydrochloride 25 MG Oral Capsule"
## [632] "tizanidine 2 MG Oral Tablet"
## [633] "Glyburide 2.5 MG Oral Tablet"
## [634] "Mirtazapine 30 MG Oral Tablet [Remeron]"
## [635] "Carbidopa 25 MG / Levodopa 250 MG Oral Tablet"
## [636] "Aspirin 81 MG Delayed Release Oral Tablet"
## [637] "Oxycodone Hydrochloride 5 MG Oral Tablet [Roxicodone]"
## [638] "Levetiracetam 100 MG/ML Oral Solution [Keppra]"
## [639] "Insulin Glargine 100 UNT/ML Injectable Solution [Lantus]"
## [640] "Amlodipine 5 MG Oral Tablet"
## [641] "pantoprazole 40 MG Injection [Protonix]"
## [642] "50 ML Levofloxacin 5 MG/ML Injection [Levaquin]"
## [643] "Calcium Gluconate 100 MG/ML Injectable Solution"
## [644] "Acetaminophen 65 MG/ML / Oxycodone Hydrochloride 1 MG/ML Oral Solution [Roxicet]"
## [645] "Leucovorin 10 MG/ML Injectable Solution"
## [646] "5 ML hepatitis B immune globulin 312 UNT/ML Injection [Nabi-HB]"
## [647] "Insulin Lispro 25 UNT/ML / Insulin, Protamine Lispro, Human 75 UNT/ML Injectable Suspension [Humalog Mix]"
## [648] "Phenobarbital 4 MG/ML Oral Solution"
## [649] "Potassium Chloride 1.33 MEQ/ML Oral Solution [Kay Ciel]"
## [650] "Propofol 10 MG/ML Injectable Suspension"
## [651] "Furosemide 10 MG/ML"
## [652] "1 ML Naloxone Hydrochloride 0.4 MG/ML Injection"
## [653] "500 ML Sodium Chloride 30 MG/ML Injection"
## [654] "heparin sodium, porcine 10 UNT/ML Injectable Solution"
## [655] "tramadol hydrochloride 50 MG Oral Tablet"
## [656] "erythromycin lactobionate 500 MG Injection [Erythrocin]"
## [657] "Atropine Sulfate 0.1 MG/ML Prefilled Syringe"
## [658] "Mannitol 200 MG/ML"
## [659] "Hydralazine Hydrochloride 25 MG Oral Tablet"
## [660] "Ceftazidime 2000 MG Injection [Fortaz]"
## [661] "Zinc Oxide 0.4 MG/MG Topical Ointment"
## [662] "200 ML Nicardipine hydrochloride 0.2 MG/ML Injection [Cardene]"
## [663] "Hydromorphone Hydrochloride 2 MG Oral Tablet"
## [664] "Vitamin E 400 UNT Oral Capsule"
## [665] "Methylprednisolone 8 MG Oral Tablet"
## [666] "Estrogens, Conjugated (USP) 0.625 MG/ML Vaginal Cream [Premarin]"
## [667] "Lorazepam 2 MG/ML Injectable Solution"
## [668] "Methadone Hydrochloride 5 MG Oral Tablet"
## [669] "Cholecalciferol 400 UNT Oral Tablet [Delta D3]"
## [670] "Ketorolac Tromethamine 30 MG/ML Injectable Solution"
## [671] "midodrine hydrochloride 5 MG Oral Tablet"
## [672] "Calcitriol 0.00025 MG Oral Capsule [Rocaltrol]"
## [673] "Cisatracurium 2 MG/ML Injectable Solution [Nimbex]"
## [674] "Lidocaine Hydrochloride 20 MG/ML Injectable Solution [Xylocaine]"
## [675] "Acetaminophen 325 MG Oral Tablet"
## [676] "Fluid intake intravascular Estimated"
## [677] "Octreotide 0.5 MG/ML Injection [Sandostatin]"
## [678] "Acetaminophen 500 MG / Hydrocodone Bitartrate 5 MG Oral Tablet"
## [679] "Haloperidol 5 MG/ML Injectable Solution"
## [680] "Lorazepam 2 MG/ML Injectable Solution [Ativan]"
## [681] "1 ML Hydromorphone Hydrochloride 2 MG/ML Prefilled Syringe"
## [682] "Mirtazapine 15 MG Oral Tablet"
## [683] "50 ML Famotidine 0.4 MG/ML Injection"
## [684] "250 ML Dobutamine 1 MG/ML Injection"
## [685] "200 ACTUAT Albuterol 0.09 MG/ACTUAT / Ipratropium Bromide 0.018 MG/ACTUAT Metered Dose Inhaler [Combivent]"
## [686] "Ibuprofen 20 MG/ML Oral Suspension [Motrin]"
## [687] "Diazepam 5 MG Oral Tablet"
## [688] "Mineral Oil 1000 MG/ML Oral Solution"
## [689] "clopidogrel 300 MG Oral Tablet [Plavix]"
## [690] "tolterodine tartrate 2 MG Oral Tablet [Detrol]"
## [691] "Acetazolamide 250 MG Oral Tablet"
## [692] "Alanine 8.8 MG/ML / Arginine 4.89 MG/ML / Calcium Chloride 0.004 MEQ/ML / Dibasic potassium phosphate 2.61 MG/ML / Glucose 50 MG/ML / Glycine 4.38 MG/ML / Histidine 2.04 MG/ML / Isoleucine 2.55 MG/ML / Leucine 3.11 MG/ML / Lysine 2.47 MG/ML / Magnesium Ch"
## [693] "Azithromycin 500 MG Injection"
## [694] "200 ACTUAT Ipratropium Bromide 0.017 MG/ACTUAT Metered Dose Inhaler [Atrovent]"
## [695] "Atovaquone 150 MG/ML Oral Suspension [Mepron]"
## [696] "Folic Acid 5 MG/ML Injectable Solution"
## [697] "cefpodoxime 100 MG Oral Tablet"
## [698] "Amlodipine 5 MG Oral Tablet [Norvasc]"
## [699] "Losartan Potassium 25 MG Oral Tablet [Cozaar]"
## [700] "Haloperidol 0.5 MG Oral Tablet"
## [701] "Prednisone 20 MG Oral Tablet"
## [702] "Midazolam 5 MG/ML Injectable Solution"
## [703] "bacitracin zinc 0.5 UNT/MG Topical Ointment"
## [704] "Digoxin 0.125 MG Oral Tablet [Lanoxin]"
## [705] "quetiapine 25 MG Oral Tablet [Seroquel]"
## [706] "Sodium Bicarbonate 500 MG"
## [707] "carvedilol 3.125 MG Oral Tablet"
## [708] "Levetiracetam 250 MG Oral Tablet [Keppra]"
## [709] "Sodium Chloride 9 MG/ML Injectable Solution"
## [710] "0.6 ML Methylnaltrexone bromide 20 MG/ML Injection [Relistor]"
## [711] "Magnesium Oxide 140 MG Oral Capsule [Uro-Mag]"
## [712] "Capsaicin 0.25 MG/ML Topical Cream"
## [713] "Risperidone 1 MG Oral Tablet [Risperdal]"
## [714] "NITROFURANTOIN, MACROCRYSTALS 50 MG Oral Capsule"
## [715] "No matching concept"
## [716] "Furosemide 20 MG Oral Tablet"
## [717] "Octreotide 0.05 MG/ML Injection"
## [718] "Sirolimus 1 MG Oral Tablet [Rapamune]"
## [719] "Naphazoline Hydrochloride 0.25 MG/ML / Pheniramine Maleate 3 MG/ML Ophthalmic Solution [Naphcon A]"
## [720] "Neostigmine Methylsulfate 1 MG/ML Injectable Solution"
## [721] "Demeclocycline Hydrochloride 300 MG Oral Tablet [Declomycin]"# Check the first few rows of the MIMIC diagnoses table
#head(mimic_diagnoses)
print(unique_drugs_omop)## [1] "1 ML Morphine Sulfate 2 MG/ML Prefilled Syringe"
## [2] "Bisacodyl 10 MG Rectal Suppository"
## [3] "Levothyroxine Sodium 0.1 MG Injection"
## [4] "Ascorbic Acid 500 MG Oral Tablet"
## [5] "24 HR Isosorbide Mononitrate 60 MG Extended Release Oral Tablet"
## [6] "Methimazole 5 MG Oral Tablet [Tapazole]"
## [7] "Phenytoin sodium 100 MG Extended Release Oral Capsule"
## [8] "Lidocaine Hydrochloride 10 MG/ML Injectable Solution"
## [9] "Fluticasone propionate 0.05 MG/ACTUAT Metered Dose Nasal Spray"
## [10] "Lorazepam 0.5 MG Oral Tablet"
## [11] "Acetylcysteine 200 MG/ML Inhalant Solution [Mucomyst-20]"
## [12] "50 ML rituximab 10 MG/ML Injection [Rituxan]"
## [13] "Ampicillin 1000 MG / Sulbactam 500 MG Injection"
## [14] "meropenem 1000 MG"
## [15] "Atenolol 25 MG Oral Tablet"
## [16] "Cefazolin 1000 MG Injection"
## [17] "Dolasetron 100 MG Oral Tablet [Anzemet]"
## [18] "cinacalcet 30 MG Oral Tablet [Sensipar]"
## [19] "insulin human, isophane 70 UNT/ML / Regular Insulin, Human 30 UNT/ML Injectable Suspension [Humulin]"
## [20] "50 ML Penicillin G Potassium 60000 UNT/ML Injection"
## [21] "Enalaprilat 1.25 MG/ML"
## [22] "Ursodiol 300 MG Oral Capsule"
## [23] "Ampicillin 2000 MG / Sulbactam 1000 MG Injection"
## [24] "Fluconazole 200 MG Oral Tablet"
## [25] "Prednisone 50 MG Oral Tablet"
## [26] "Mineral Oil 0.15 MG/MG / Petrolatum 0.83 MG/MG Ophthalmic Ointment"
## [27] "Hyoscyamine Sulfate 0.125 MG Sublingual Tablet"
## [28] "Nitroglycerin 0.4 MG Sublingual Tablet"
## [29] "Acetaminophen 325 MG / Oxycodone Hydrochloride 5 MG Oral Tablet [Percocet]"
## [30] "Ascorbic Acid 100 MG / Biotin 0.15 MG / Calcium Pantothenate 5 MG / Folic Acid 1 MG / Niacin 20 MG / pyridoxine 10 MG / Riboflavin 1.7 MG / Thiamine Mononitrate 1.5 MG / Vitamin B 12 0.006 MG Oral Capsule [Nephrocaps]"
## [31] "hydroxyurea 500 MG Oral Capsule [Hydrea]"
## [32] "Rifampin 600 MG Injection"
## [33] "24 HR Felodipine 2.5 MG Extended Release Oral Tablet"
## [34] "Lisinopril 10 MG Oral Tablet"
## [35] "Carbidopa 10 MG / Levodopa 100 MG Oral Tablet"
## [36] "Camphor 5 MG/ML / Menthol 5 MG/ML Topical Lotion [Sarna]"
## [37] "Docusate Sodium 100 MG Oral Capsule"
## [38] "Fludrocortisone 0.1 MG Oral Tablet"
## [39] "latanoprost 0.05 MG/ML Ophthalmic Solution [Xalatan]"
## [40] "Ganciclovir 500 MG Injection [Cytovene]"
## [41] "Finasteride 5 MG Oral Tablet"
## [42] "Methadone Hydrochloride 10 MG Oral Tablet"
## [43] "24 HR Nifedipine 30 MG Extended Release Oral Tablet [Adalat]"
## [44] "Hydromorphone Hydrochloride 4 MG Oral Tablet"
## [45] "Chlorpromazine hydrochloride 25 MG Oral Tablet"
## [46] "Amylases 60000 UNT / Endopeptidases 38000 UNT / Lipase 12000 UNT Delayed Release Oral Capsule [Creon]"
## [47] "Metoclopramide 1 MG/ML Oral Solution"
## [48] "Sodium polystyrene sulfonate 250 MG/ML Oral Suspension [Kionex]"
## [49] "Hydrocortisone 100 MG Injection [Solu-Cortef]"
## [50] "Menthol 5.4 MG Oral Lozenge [Cepacol Sore Throat from Post Nasal Drip]"
## [51] "Nafcillin 20 MG/ML Injectable Solution"
## [52] "Amylases 27000 UNT / Endopeptidases 17000 UNT / Lipase 5000 UNT Delayed Release Oral Capsule"
## [53] "heparin sodium, porcine 100 UNT/ML Injectable Solution"
## [54] "Amiodarone hydrochloride 50 MG/ML Injectable Solution"
## [55] "Ciprofloxacin 3 MG/ML Ophthalmic Solution"
## [56] "Sodium"
## [57] "Spironolactone 100 MG Oral Tablet"
## [58] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.04 MEQ/ML / Sodium Chloride 4.5 MG/ML Injection"
## [59] "Warfarin Sodium 2.5 MG Oral Tablet [Coumadin]"
## [60] "POLYETHYLENE GLYCOL 3350 17000 MG Powder for Oral Solution"
## [61] "Danazol 200 MG Oral Capsule"
## [62] "Dapsone 100 MG Oral Tablet"
## [63] "Acetazolamide 500 MG Injection"
## [64] "Abuse-Deterrent 12 HR Oxycodone Hydrochloride 10 MG Extended Release Oral Tablet [Oxycontin]"
## [65] "valganciclovir 450 MG Oral Tablet [Valcyte]"
## [66] "Phenazopyridine hydrochloride 100 MG Oral Tablet"
## [67] "cefepime 1000 MG Injection [Maxipime]"
## [68] "Etoposide 20 MG/ML Injectable Solution [Vepesid]"
## [69] "Vitamin K 1 10 MG/ML Injectable Solution"
## [70] "Clonazepam 0.5 MG Oral Tablet [Klonopin]"
## [71] "24 HR Glipizide 5 MG Extended Release Oral Tablet"
## [72] "Moexipril hydrochloride 7.5 MG Oral Tablet [Univasc]"
## [73] "20 ML Cisatracurium 10 MG/ML Injection [Nimbex]"
## [74] "Zolpidem tartrate 5 MG Oral Tablet"
## [75] "Penicillin V Potassium 500 MG Oral Tablet [Pen-Vee K]"
## [76] "Tamsulosin hydrochloride 0.4 MG Oral Capsule [Flomax]"
## [77] "Cimetidine 300 MG Oral Tablet"
## [78] "Tobramycin 40 MG/ML Injectable Solution"
## [79] "Mesna 100 MG/ML Injectable Solution"
## [80] "Metoclopramide 10 MG Oral Tablet"
## [81] "Citalopram 20 MG Oral Tablet"
## [82] "24 HR Metformin hydrochloride 500 MG Extended Release Oral Tablet"
## [83] "Adenosine 3 MG/ML Injection [Adenoscan]"
## [84] "Haloperidol 1 MG Oral Tablet"
## [85] "Diltiazem"
## [86] "polydextrose"
## [87] "Potassium Chloride 10 MEQ Extended Release Oral Tablet [Klor-Con]"
## [88] "Insulin Lispro 100 UNT/ML Injectable Solution [Humalog]"
## [89] "Alendronic acid 70 MG Oral Tablet [Fosamax]"
## [90] "Vecuronium"
## [91] "20 ML Ciprofloxacin 10 MG/ML Injection"
## [92] "2 ML Naloxone Hydrochloride 1 MG/ML Prefilled Syringe"
## [93] "24 HR venlafaxine 75 MG Extended Release Oral Capsule [Effexor]"
## [94] "atorvastatin 40 MG Oral Tablet [Lipitor]"
## [95] "Ascorbic Acid 250 MG Chewable Tablet"
## [96] "Acetaminophen 500 MG Oral Tablet [Mapap]"
## [97] "Sodium Phosphate, Dibasic / Sodium Phosphate, Monobasic Oral Solution"
## [98] "Guaifenesin 20 MG/ML Oral Solution"
## [99] "Clotrimazole 10 MG Oral Lozenge"
## [100] "Hydrocortisone 100 MG Injection"
## [101] "10 ML Etomidate 2 MG/ML Injection"
## [102] "Acetaminophen 300 MG / Codeine Phosphate 30 MG Oral Tablet [Tylenol with Codeine]"
## [103] "0.5 ML Influenza Virus Vaccine, Inactivated A-Brisbane-10-2007 (H3N2)-like virus (A-Uruguay-716-2007 NYMC X-175C) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated A-Brisbane-59-2007, IVR-148 (H1N1) strain 0.03 MG/ML / Influenza Virus Vaccine, Inac"
## [104] "insulin human, isophane 100 UNT/ML Injectable Suspension [Humulin N]"
## [105] "Azithromycin 250 MG Oral Tablet [Zithromax]"
## [106] "Trazodone Hydrochloride 50 MG Oral Tablet"
## [107] "200 ML Ciprofloxacin 2 MG/ML Injection"
## [108] "Levofloxacin 750 MG Oral Tablet [Levaquin]"
## [109] "Sulfamethoxazole 400 MG / Trimethoprim 80 MG Oral Tablet"
## [110] "Levalbuterol 0.21 MG/ML Inhalant Solution [Xopenex]"
## [111] "Menthol 3 MG Oral Lozenge [Cepacol Sore Throat from Post Nasal Drip]"
## [112] "Morphine Sulfate 30 MG Oral Tablet"
## [113] "Codeine Phosphate 2 MG/ML / Guaifenesin 20 MG/ML Oral Solution [Robitussin AC]"
## [114] "Dobutamine"
## [115] "Morphine Sulfate 15 MG Oral Tablet"
## [116] "Ciprofloxacin 250 MG Oral Tablet"
## [117] "ferrous sulfate 60 MG/ML Oral Solution"
## [118] "Daptomycin 500 MG Injection [Cubicin]"
## [119] "Camphor 5 MG/ML / Menthol 5 MG/ML Topical Lotion [Men-phor]"
## [120] "Divalproex Sodium 125 MG Delayed Release Oral Capsule [Depakote]"
## [121] "Flumazenil 0.1 MG/ML Injectable Solution [Romazicon]"
## [122] "glucagon (rDNA) 1 MG Injection [GlucaGen]"
## [123] "Acyclovir 50 MG/ML Injectable Solution"
## [124] "Mineral Oil 0.425 MG/MG / Petrolatum 0.568 MG/MG Ophthalmic Ointment [Refresh Lacri-Lube]"
## [125] "Ketorolac Tromethamine 5 MG/ML Ophthalmic Solution [Acular]"
## [126] "Amoxicillin 500 MG / Clavulanate 125 MG Oral Tablet [Augmentin]"
## [127] "Sodium Chloride Prefilled Syringe"
## [128] "Vasopressin (USP) 20 UNT/ML Injectable Solution"
## [129] "1 ML Midazolam 5 MG/ML Injection"
## [130] "Papain 26.5 MG/ML"
## [131] "sennosides, USP 8.6 MG Oral Tablet"
## [132] "Sertraline 100 MG Oral Tablet"
## [133] "Sucralfate 1000 MG Oral Tablet"
## [134] "ferrous gluconate 324 MG Oral Tablet"
## [135] "Acetaminophen 325 MG / butalbital 50 MG / Caffeine 40 MG Oral Tablet [Fioricet]"
## [136] "Gentamicin 40 MG/ML Injectable Solution"
## [137] "0.5 ML Vitamin K 1 2 MG/ML Prefilled Syringe"
## [138] "gabapentin 100 MG Oral Capsule [Neurontin]"
## [139] "Miconazole Nitrate 0.02 MG/MG Topical Powder [Mitrazol]"
## [140] "Zolpidem tartrate 5 MG Oral Tablet [Ambien]"
## [141] "Amiodarone hydrochloride 200 MG Oral Tablet [Cordarone]"
## [142] "Sodium Bicarbonate 650 MG Oral Tablet"
## [143] "Cromolyn Sodium 40 MG/ML Ophthalmic Solution"
## [144] "Levothyroxine Sodium 0.075 MG Oral Tablet [Synthroid]"
## [145] "Dextromethorphan Hydrobromide 2 MG/ML / Guaifenesin 20 MG/ML Oral Solution"
## [146] "2 ML Digoxin 0.25 MG/ML Injection"
## [147] "Simvastatin 40 MG Oral Tablet"
## [148] "Lactulose 667 MG/ML Oral Solution [Generlac]"
## [149] "pantoprazole 40 MG Delayed Release Oral Tablet [Protonix]"
## [150] "doxycycline hyclate 100 MG Oral Capsule"
## [151] "Levothyroxine Sodium 0.5 MG Injection"
## [152] "Vitamin B 12 0.1 MG Oral Tablet"
## [153] "Fosinopril Sodium 40 MG Oral Tablet [Monopril]"
## [154] "Oxycodone Hydrochloride 5 MG Oral Tablet"
## [155] "Water 1000 MG/ML Injectable Solution"
## [156] "dolasetron mesylate 20 MG/ML Injectable Solution [Anzemet]"
## [157] "COLLAGENASE 0.25 UNT/MG Topical Ointment [Santyl]"
## [158] "Phenylephrine Hydrochloride 10 MG/ML Injectable Solution"
## [159] "Glyburide 5 MG Oral Tablet [Micronase]"
## [160] "Codeine sulfate 30 MG Oral Tablet"
## [161] "2 ML Metoclopramide 5 MG/ML Injection"
## [162] "Phenobarbital 130 MG/ML Injectable Solution"
## [163] "Sodium Chloride 0.111 MEQ/ML Nasal Spray [Ocean brand of sodium chloride]"
## [164] "Acetaminophen 500 MG Oral Tablet"
## [165] "Vancomycin 100 MG/ML Injectable Solution"
## [166] "Warfarin Sodium 5 MG Oral Tablet [Coumadin]"
## [167] "Piperacillin 2000 MG / tazobactam 250 MG Injection [Zosyn]"
## [168] "24 HR Diltiazem Hydrochloride 240 MG Extended Release Oral Capsule [Tiazac]"
## [169] "Donepezil hydrochloride 10 MG Oral Tablet [Aricept]"
## [170] "Methimazole 10 MG Oral Tablet [Tapazole]"
## [171] "1 ML Enoxaparin sodium 150 MG/ML Prefilled Syringe [Lovenox]"
## [172] "Labetalol hydrochloride 100 MG Oral Tablet [Trandate]"
## [173] "Methadone Hydrochloride 10 MG/ML Injectable Solution [Dolophine]"
## [174] "Aspirin 325 MG Delayed Release Oral Tablet"
## [175] "1 ML Hydromorphone Hydrochloride 2 MG/ML Injection [Dilaudid]"
## [176] "100 ML Acetaminophen 10 MG/ML Injection [Ofirmev]"
## [177] "Lisinopril 10 MG Oral Tablet [Zestril]"
## [178] "24 HR metoprolol succinate 50 MG Extended Release Oral Tablet [Toprol]"
## [179] "Sertraline 50 MG Oral Tablet"
## [180] "Memantine hydrochloride 5 MG Oral Tablet [Namenda]"
## [181] "Dexamethasone 0.001 MG/MG / Neomycin 0.0035 MG/MG / Polymyxin B 10 UNT/MG Ophthalmic Ointment [Maxitrol]"
## [182] "Fentanyl"
## [183] "heparin sodium, porcine 5000 UNT/ML Injectable Solution"
## [184] "Acetaminophen 650 MG Rectal Suppository [Acephen]"
## [185] "1 ML Promethazine Hydrochloride 25 MG/ML Injection"
## [186] "isoniazid 300 MG Oral Tablet"
## [187] "Magnesium Hydroxide 80 MG/ML Oral Suspension"
## [188] "Hydrocortisone 10 MG Oral Tablet [Cortef]"
## [189] "Morphine Sulfate 2 MG/ML Oral Solution"
## [190] "Amiodarone hydrochloride 200 MG Oral Tablet"
## [191] "Famotidine 20 MG Oral Tablet [Pepcid]"
## [192] "Thioridazine 25 MG Oral Tablet"
## [193] "Atenolol 100 MG Oral Tablet"
## [194] "sevelamer hydrochloride 400 MG Oral Tablet [RenaGel]"
## [195] "quinidine gluconate 324 MG Extended Release Oral Tablet [Quinaglute]"
## [196] "Purified Protein Derivative of Tuberculin 50 UNT/ML Injectable Solution [Tubersol]"
## [197] "Hydrochlorothiazide 12.5 MG Oral Capsule"
## [198] "1 ML Phenylephrine Hydrochloride 10 MG/ML Injection"
## [199] "Diazepam 2 MG Oral Tablet"
## [200] "Propranolol Hydrochloride 10 MG Oral Tablet"
## [201] "Lisinopril 20 MG Oral Tablet"
## [202] "Acyclovir 50 MG/ML Injectable Solution [Zovirax]"
## [203] "Amiodarone"
## [204] "basiliximab 20 MG Injection [Simulect]"
## [205] "1 ML Haloperidol 5 MG/ML Injection [Haldol]"
## [206] "Oxycodone Hydrochloride 1 MG/ML Oral Solution [Roxicodone]"
## [207] "Polyvinyl Alcohol 0.014 ML/ML / Povidone 6 MG/ML Ophthalmic Solution [Refresh Lubricant]"
## [208] "2 ML Methotrexate 25 MG/ML Injection"
## [209] "Methotrexate 1000 MG Injection"
## [210] "Lisinopril 5 MG Oral Tablet [Zestril]"
## [211] "Albumin Human, USP 50 MG/ML Injection [Albutein]"
## [212] "Nadolol 20 MG Oral Tablet"
## [213] "Baclofen 10 MG Oral Tablet"
## [214] "{10 (Prednisone 10 MG Oral Tablet) } Pack"
## [215] "Pseudoephedrine Hydrochloride 30 MG Oral Tablet [Sudogest]"
## [216] "Pentobarbital Sodium 50 MG/ML Injectable Solution"
## [217] "Escitalopram 10 MG Oral Tablet [Lexapro]"
## [218] "Diazepam 10 MG Oral Tablet"
## [219] "Miconazole Nitrate 0.02 MG/MG Topical Powder [Desenex]"
## [220] "lansoprazole 30 MG Disintegrating Oral Tablet"
## [221] "Ranitidine 15 MG/ML Oral Solution"
## [222] "POLYETHYLENE GLYCOL 3350 236000 MG / Potassium Chloride 2970 MG / Sodium Bicarbonate 6740 MG / Sodium Chloride 5860 MG / sodium sulfate 22740 MG Powder for Oral Solution [Golytely]"
## [223] "Hydrochlorothiazide 25 MG Oral Tablet [Oretic]"
## [224] "Nitroglycerin 0.3 MG Sublingual Tablet [Nitroquick]"
## [225] "Amiodarone hydrochloride 50 MG/ML Injectable Solution [Cordarone]"
## [226] "5 ML heparin sodium, porcine 100 UNT/ML Prefilled Syringe"
## [227] "Furosemide 40 MG Oral Tablet"
## [228] "1 ML Epinephrine 1 MG/ML Injection"
## [229] "4 ML Norepinephrine 1 MG/ML Injection [Levophed]"
## [230] "Morphine Sulfate 20 MG/ML Oral Solution [Roxanol]"
## [231] "tizanidine 4 MG Oral Tablet"
## [232] "5 ML Levetiracetam 100 MG/ML Injection [Keppra]"
## [233] "1 ML Ketorolac Tromethamine 15 MG/ML Injection"
## [234] "quetiapine 200 MG Oral Tablet [Seroquel]"
## [235] "Cephalexin 500 MG Oral Capsule"
## [236] "Ranitidine 150 MG Oral Tablet [Zantac]"
## [237] "Fluid intake intravascular Measured"
## [238] "Glucose 50 MG/ML Injectable Solution"
## [239] "Aspirin 81 MG Delayed Release Oral Tablet [Aspir-Low]"
## [240] "Levothyroxine Sodium 0.1 MG Oral Tablet [Synthroid]"
## [241] "2 ML Prochlorperazine 5 MG/ML Injection"
## [242] "10 ML Epinephrine 0.1 MG/ML Prefilled Syringe"
## [243] "Leucovorin 25 MG Oral Tablet"
## [244] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.02 MEQ/ML Injection"
## [245] "Clonidine Hydrochloride 0.1 MG Oral Tablet"
## [246] "Albuterol 0.83 MG/ML Inhalant Solution"
## [247] "duloxetine 30 MG Delayed Release Oral Capsule [Cymbalta]"
## [248] "chlorhexidine gluconate 1.2 MG/ML Mouthwash"
## [249] "300 ML linezolid 2 MG/ML Injection [Zyvox]"
## [250] "1 ML Ketorolac Tromethamine 30 MG/ML Injection"
## [251] "1 ML Epoetin Alfa 4000 UNT/ML Injection [Procrit]"
## [252] "Levetiracetam 250 MG Oral Tablet"
## [253] "Dopamine"
## [254] "gabapentin 50 MG/ML Oral Solution [Neurontin]"
## [255] "Amylases 30000 UNT / Endopeptidases 30000 UNT / Lipase 8000 UNT Oral Tablet [Viokase]"
## [256] "Diphenhydramine Hydrochloride 50 MG/ML Injectable Solution"
## [257] "Erythromycin 0.005 MG/MG Ophthalmic Ointment"
## [258] "Leucovorin 5 MG Oral Tablet"
## [259] "10 ML Nicardipine hydrochloride 2.5 MG/ML Injection [Cardene]"
## [260] "rivastigmine 1.5 MG Oral Capsule [Exelon]"
## [261] "Isosorbide Dinitrate 20 MG Oral Tablet"
## [262] "Potassium Chloride 10 MEQ Extended Release Oral Capsule"
## [263] "Cytarabine 20 MG/ML Injectable Solution"
## [264] "Thiamine hydrochloride 100 MG/ML Injectable Solution"
## [265] "24 HR Propranolol Hydrochloride 80 MG Extended Release Oral Capsule [Inderal]"
## [266] "Mannitol 200 MG/ML Injection [Osmitrol]"
## [267] "Nitroprusside"
## [268] "Piperacillin 4000 MG / tazobactam 500 MG Injection [Zosyn]"
## [269] "Diltiazem Hydrochloride 30 MG Oral Tablet"
## [270] "Diltiazem Hydrochloride 60 MG Oral Tablet"
## [271] "Clindamycin 150 MG/ML Injectable Solution"
## [272] "Simvastatin 10 MG Oral Tablet"
## [273] "Acyclovir 200 MG Oral Capsule"
## [274] "1 ML Phenylephrine Hydrochloride 10 MG/ML Injection [Neo-Synephrine]"
## [275] "Ceftriaxone 1000 MG Injection [Rocephin]"
## [276] "Ascorbic Acid 100 MG/ML Oral Solution"
## [277] "Ascorbic Acid 90 MG/ML Oral Solution"
## [278] "Alprazolam 0.25 MG Oral Tablet"
## [279] "Vitamin B6 25 MG Oral Tablet"
## [280] "Lidocaine Hydrochloride 20 MG/ML Injectable Solution"
## [281] "1 ML Meperidine Hydrochloride 50 MG/ML Cartridge [Demerol]"
## [282] "1 ML Hydralazine Hydrochloride 20 MG/ML Injection"
## [283] "Acetylcysteine 200 MG/ML Inhalant Solution"
## [284] "magnesium citrate 58.2 MG/ML Oral Solution"
## [285] "0.5 ML Fondaparinux sodium 5 MG/ML Prefilled Syringe [Arixtra]"
## [286] "Aluminum Hydroxide 40 MG/ML / Magnesium Hydroxide 40 MG/ML / Simethicone 4 MG/ML Oral Suspension [Maalox Plus]"
## [287] "tiotropium 0.018 MG Inhalant Powder [Spiriva]"
## [288] "Sertraline 50 MG Oral Tablet [Zoloft]"
## [289] "tolterodine tartrate 1 MG Oral Tablet [Detrol]"
## [290] "Vancomycin 100 MG/ML Injectable Solution [Vancocin]"
## [291] "Magnesium Oxide 400 MG Oral Tablet"
## [292] "Haloperidol 5 MG Oral Tablet"
## [293] "12 HR Carbamazepine 100 MG Extended Release Oral Tablet [Tegretol]"
## [294] "Prednisone 2.5 MG Oral Tablet"
## [295] "duloxetine 20 MG Delayed Release Oral Capsule [Cymbalta]"
## [296] "Epoetin Alfa 10000 UNT/ML Injectable Solution [Epogen]"
## [297] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.04 MEQ/ML / Sodium Chloride 9 MG/ML Injection"
## [298] "gabapentin 400 MG Oral Capsule"
## [299] "Prednisone 10 MG Oral Tablet"
## [300] "calcium acetate 667 MG Oral Tablet [Phoslo]"
## [301] "erythromycin lactobionate 500 MG Injection"
## [302] "Thiamine 100 MG Oral Tablet"
## [303] "1.6 ML Filgrastim 0.3 MG/ML Injection [Neupogen]"
## [304] "Labetalol hydrochloride 100 MG Oral Tablet"
## [305] "Nitroglycerin 0.02 MG/MG Topical Ointment [Nitro-Bid]"
## [306] "Nortriptyline 10 MG Oral Capsule"
## [307] "pregabalin 75 MG Oral Capsule [Lyrica]"
## [308] "Ciprofloxacin 500 MG Oral Tablet [Cipro]"
## [309] "heparin sodium, porcine 10000 UNT/ML Injectable Solution"
## [310] "Nitroglycerin 0.02 MG/MG Topical Ointment"
## [311] "Transfusion of red blood cells"
## [312] "lansoprazole 30 MG Delayed Release Oral Capsule"
## [313] "Clindamycin 15 MG/ML Oral Solution [Cleocin]"
## [314] "Penicillin G Potassium 1000000 UNT/ML Injectable Solution [Pfizerpen]"
## [315] "Acebutolol Hydrochloride 200 MG Oral Capsule [Sectral]"
## [316] "Levofloxacin 250 MG Oral Tablet"
## [317] "Indomethacin 25 MG Oral Capsule"
## [318] "Ampicillin 2000 MG / Sulbactam 1000 MG Injection [Unasyn]"
## [319] "Acetaminophen 325 MG / Oxycodone Hydrochloride 5 MG Oral Tablet [Roxicet]"
## [320] "Fluconazole 200 MG Oral Tablet [Diflucan]"
## [321] "mycophenolate mofetil 500 MG Injection [Cellcept]"
## [322] "Tacrolimus 1 MG Oral Capsule [Prograf]"
## [323] "100 ML Esmolol hydrochloride 20 MG/ML Injection [Brevibloc]"
## [324] "Vitamin K 1 5 MG Oral Tablet [Mephyton]"
## [325] "Piperacillin 200 MG/ML / tazobactam 25 MG/ML Injectable Solution [Zosyn]"
## [326] "benzonatate 100 MG Oral Capsule"
## [327] "1 ML Hydromorphone Hydrochloride 4 MG/ML Cartridge"
## [328] "24 HR Nifedipine 60 MG Extended Release Oral Tablet [Adalat]"
## [329] "Lidocaine 0.05 MG/MG Medicated Patch [Lidoderm]"
## [330] "Water 1000 MG/ML Irrigation Solution"
## [331] "0.4 ML Fondaparinux sodium 12.5 MG/ML Prefilled Syringe [Arixtra]"
## [332] "Amylases 33200 UNT / Endopeptidases 37500 UNT / Lipase 10000 UNT Delayed Release Oral Capsule [Creon]"
## [333] "Levothyroxine Sodium 0.112 MG Oral Tablet [Synthroid]"
## [334] "10 ML Calcium Chloride 100 MG/ML Prefilled Syringe"
## [335] "Tacrolimus 5 MG Oral Capsule [Prograf]"
## [336] "candesartan cilexetil 4 MG Oral Tablet [Atacand]"
## [337] "cefepime 2000 MG Injection"
## [338] "Epinephrine 0.01 MG/ML / Lidocaine Hydrochloride 10 MG/ML Injectable Solution"
## [339] "Dexamethasone phosphate 10 MG/ML Injectable Solution"
## [340] "Pravastatin Sodium 20 MG Oral Tablet [Pravachol]"
## [341] "28 ACTUAT Fluticasone propionate 0.25 MG/ACTUAT / salmeterol 0.05 MG/ACTUAT Dry Powder Inhaler [Advair]"
## [342] "olanzapine 5 MG Disintegrating Oral Tablet [Zyprexa]"
## [343] "Furosemide 80 MG Oral Tablet"
## [344] "Phenobarbital 30 MG Oral Tablet"
## [345] "Regular Insulin, Human 100 UNT/ML Injectable Solution [Humulin R]"
## [346] "200 ACTUAT Ipratropium Bromide 0.018 MG/ACTUAT Metered Dose Inhaler [Atrovent]"
## [347] "100 ML Potassium Chloride 0.1 MEQ/ML Injection"
## [348] "Lidocaine Hydrochloride 20 MG/ML Mucous Membrane Topical Solution"
## [349] "Carboplatin 10 MG/ML Injectable Solution"
## [350] "Doxazosin 1 MG Oral Tablet"
## [351] "Vecuronium Bromide 1 MG/ML Injectable Solution"
## [352] "Minoxidil 10 MG Oral Tablet"
## [353] "0.8 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [354] "Dicloxacillin 250 MG Oral Capsule"
## [355] "Aluminum Hydroxide 120 MG/ML Oral Suspension"
## [356] "Magnesium Sulfate 1.2 MEQ/ML"
## [357] "50 ML Levofloxacin 5 MG/ML Injection"
## [358] "Benzocaine 200 MG/ML Mucosal Spray [Hurricaine]"
## [359] "Donepezil hydrochloride 5 MG Oral Tablet [Aricept]"
## [360] "Paclitaxel 6 MG/ML Injectable Solution"
## [361] "Imipramine Hydrochloride 25 MG Oral Tablet"
## [362] "Sirolimus 1 MG/ML Oral Solution [Rapamune]"
## [363] "Transfusion of fresh frozen plasma"
## [364] "Metoprolol Tartrate 25 MG Oral Tablet"
## [365] "Potassium"
## [366] "Penicillin V Potassium 250 MG Oral Tablet"
## [367] "250 ML heparin sodium, porcine 100 UNT/ML Injection"
## [368] "Hydromorphone Hydrochloride 4 MG Oral Tablet [Dilaudid]"
## [369] "Soybean Oil 200 MG/ML Injectable Suspension [Intralipid]"
## [370] "Phenytoin sodium 50 MG/ML"
## [371] "Lorazepam 1 MG Oral Tablet"
## [372] "100 ML Metronidazole 5 MG/ML Injection"
## [373] "Nystatin 100000 UNT/ML Oral Suspension"
## [374] "Calcium Carbonate 500 MG Chewable Tablet"
## [375] "Sodium polystyrene sulfonate 250 MG/ML Oral Suspension"
## [376] "Alprazolam 1 MG Oral Tablet"
## [377] "Calcium Chloride 0.001 MEQ/ML / Glucose 50 MG/ML / Potassium Chloride 0.004 MEQ/ML / Sodium Chloride 0.103 MEQ/ML / Sodium Lactate 0.028 MEQ/ML Injectable Solution"
## [378] "Cefazolin 200 MG/ML Injectable Solution"
## [379] "ziprasidone 80 MG Oral Capsule [Geodon]"
## [380] "50 ML Magnesium Sulfate 40 MG/ML Injection"
## [381] "Calcium Chloride 0.0014 MEQ/ML / Potassium Chloride 0.004 MEQ/ML / Sodium Chloride 0.103 MEQ/ML / Sodium Lactate 0.028 MEQ/ML Injectable Solution"
## [382] "Doxorubicin Hydrochloride 2 MG/ML Injectable Solution"
## [383] "Zinc Sulfate 220 MG Oral Capsule"
## [384] "Vitamin K 1 5 MG Oral Tablet"
## [385] "Levetiracetam 500 MG Oral Tablet [Keppra]"
## [386] "50 ML Penicillin G Potassium 40000 UNT/ML Injection"
## [387] "Nystatin 100000 UNT/ML Topical Cream"
## [388] "Vecuronium Bromide 1 MG/ML Injectable Solution [Norcuron]"
## [389] "Nitroglycerin"
## [390] "0.6 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [391] "Metronidazole 500 MG Oral Tablet"
## [392] "Sulfamethoxazole 40 MG/ML / Trimethoprim 8 MG/ML Oral Suspension [Sulfatrim]"
## [393] "Methylprednisolone 62.5 MG/ML Injectable Solution [Solu-Medrol]"
## [394] "Sulfamethoxazole 800 MG / Trimethoprim 160 MG Oral Tablet"
## [395] "pregabalin 25 MG Oral Capsule [Lyrica]"
## [396] "Aluminum Hydroxide 40 MG/ML / Magnesium Hydroxide 40 MG/ML / Simethicone 4 MG/ML Oral Suspension"
## [397] "0.5 ML Influenza Virus Vaccine, Inactivated A-California-07-2009 X-181 (H1N1) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated A-Victoria-210-2009 X-187 (H3N2) (A-Perth-16-2009) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated B-Brisbane-6"
## [398] "Sodium Chloride 234 MG/ML Injectable Solution"
## [399] "Prednisone 5 MG Oral Tablet"
## [400] "zonisamide 25 MG Oral Capsule"
## [401] "Milrinone"
## [402] "Acetaminophen 325 MG / Oxycodone Hydrochloride 5 MG Oral Tablet"
## [403] "erlotinib 150 MG Oral Tablet [Tarceva]"
## [404] "Folic Acid 1 MG Oral Tablet"
## [405] "Aspirin 81 MG Chewable Tablet"
## [406] "gabapentin 300 MG Oral Capsule"
## [407] "4 ML Norepinephrine 1 MG/ML Injection"
## [408] "Lidocaine Hydrochloride 10 MG/ML Injectable Solution [Xylocaine]"
## [409] "Morphine Sulfate 15 MG Extended Release Oral Tablet"
## [410] "Prochlorperazine 5 MG Oral Tablet"
## [411] "Rifampin 300 MG Oral Capsule [Rifadin]"
## [412] "bismuth subsalicylate 17.5 MG/ML Oral Suspension"
## [413] "Pentamidine Isethionate 50 MG/ML Inhalant Solution [NebuPent]"
## [414] "Fluocinonide 0.0005 MG/MG Topical Ointment"
## [415] "Propofol"
## [416] "1 ML Hydromorphone Hydrochloride 4 MG/ML Injection [Dilaudid]"
## [417] "3 ML Amiodarone hydrochloride 50 MG/ML Injection"
## [418] "Clonazepam 1 MG Oral Tablet"
## [419] "Allopurinol 100 MG Oral Tablet"
## [420] "60 ACTUAT Fluticasone propionate 0.11 MG/ACTUAT Metered Dose Inhaler [Flovent]"
## [421] "docetaxel 40 MG/ML Injectable Solution"
## [422] "Phenobarbital 15 MG Oral Tablet"
## [423] "Labetalol hydrochloride 200 MG Oral Tablet"
## [424] "Succinylcholine Chloride 20 MG/ML Injectable Solution [Quelicin]"
## [425] "Metoprolol Tartrate 50 MG Oral Tablet"
## [426] "Levothyroxine Sodium 0.025 MG Oral Tablet [Synthroid]"
## [427] "Midazolam 1 MG/ML Injectable Solution"
## [428] "Acetaminophen 300 MG / Codeine Phosphate 30 MG Oral Tablet"
## [429] "Aspirin 325 MG Oral Tablet"
## [430] "ertapenem 1000 MG Injection [Invanz]"
## [431] "200 ML Ciprofloxacin 2 MG/ML Injection [Cipro]"
## [432] "Levothyroxine Sodium 0.175 MG Oral Tablet [Synthroid]"
## [433] "olanzapine 2.5 MG Oral Tablet"
## [434] "1 ML Atropine Sulfate 1 MG/ML Injection"
## [435] "Docusate Sodium 100 MG Oral Capsule [DOK]"
## [436] "Ciprofloxacin 500 MG Oral Tablet"
## [437] "olanzapine 5 MG Oral Tablet"
## [438] "0.5 ML pneumococcal capsular polysaccharide type 1 vaccine 0.05 MG/ML / pneumococcal capsular polysaccharide type 10A vaccine 0.05 MG/ML / pneumococcal capsular polysaccharide type 11A vaccine 0.05 MG/ML / pneumococcal capsular polysaccharide type 12F vac"
## [439] "Epoprostenol 0.5 MG Injection [Flolan]"
## [440] "gabapentin 100 MG Oral Capsule"
## [441] "24 HR metoprolol succinate 25 MG Extended Release Oral Tablet [Toprol]"
## [442] "Calcitriol 0.00025 MG Oral Capsule"
## [443] "Acetaminophen 650 MG / propoxyphene napsylate 100 MG Oral Tablet"
## [444] "Ondansetron 4 MG Disintegrating Oral Tablet"
## [445] "Cisatracurium"
## [446] "Ceftriaxone 1000 MG Injection"
## [447] "Ipratropium Bromide 0.2 MG/ML Inhalant Solution"
## [448] "24 HR Glipizide 2.5 MG Extended Release Oral Tablet"
## [449] "1 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [450] "28 ACTUAT salmeterol 0.05 MG/ACTUAT Dry Powder Inhaler [Serevent]"
## [451] "Propranolol Hydrochloride 40 MG Oral Tablet"
## [452] "Labetalol hydrochloride 5 MG/ML Injectable Solution"
## [453] "Azithromycin 250 MG Oral Tablet"
## [454] "1 ML Filgrastim 0.3 MG/ML Injection [Neupogen]"
## [455] "10 ML Atropine Sulfate 0.1 MG/ML Prefilled Syringe"
## [456] "Levothyroxine Sodium 0.2 MG Injection"
## [457] "Hydromorphone Hydrochloride 2 MG Oral Tablet [Dilaudid]"
## [458] "pioglitazone 15 MG Oral Tablet [Actos]"
## [459] "Carbidopa 25 MG / Levodopa 100 MG Extended Release Oral Tablet [Sinemet]"
## [460] "Platelet transfusion"
## [461] "Glipizide 5 MG Oral Tablet"
## [462] "Octreotide 0.1 MG/ML Injection"
## [463] "atorvastatin 10 MG Oral Tablet [Lipitor]"
## [464] "50 ML Gentamicin 1.6 MG/ML Injection"
## [465] "Diltiazem Hydrochloride 90 MG Oral Tablet"
## [466] "Nesiritide 1.5 MG Injection [Natrecor]"
## [467] "torsemide 20 MG Oral Tablet [Demadex]"
## [468] "olanzapine 10 MG Injection [Zyprexa]"
## [469] "Glipizide 10 MG Oral Tablet"
## [470] "zonisamide 100 MG Oral Capsule"
## [471] "Morphine Sulfate 10 MG/ML Injectable Solution"
## [472] "Atenolol 50 MG Oral Tablet"
## [473] "0.5 ML Influenza Virus Vaccine, Inactivated, A-H1N1 (A-Brisbane-59-2007) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated, A-H3N2 (A-Uruguay-716-2007) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated, Influenza B (B-Florida-4-2006) strain"
## [474] "Meperidine Hydrochloride 10 MG/ML Oral Solution"
## [475] "Tacrolimus 0.5 MG Oral Capsule [Prograf]"
## [476] "Lactulose 667 MG/ML Oral Solution"
## [477] "clopidogrel 75 MG Oral Tablet [Plavix]"
## [478] "Diazepam 5 MG/ML Injectable Solution"
## [479] "Diphenhydramine Hydrochloride 2.5 MG/ML Oral Solution"
## [480] "Ampicillin 250 MG/ML Injectable Solution"
## [481] "Morphine Sulfate 30 MG Extended Release Oral Tablet"
## [482] "Magnesium Chloride / Sodium Bicarbonate / Sodium Chloride Injectable Solution [Normocarb HF 25]"
## [483] "Hydralazine Hydrochloride 50 MG Oral Tablet"
## [484] "midodrine hydrochloride 5 MG Oral Tablet [Proamatine]"
## [485] "potassium phosphate 155 MG / Sodium Phosphate, Dibasic 852 MG / Sodium Phosphate, Monobasic 130 MG Oral Tablet [Phospha 250 Neutral]"
## [486] "0.3 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [487] "Enalapril Maleate 10 MG Oral Tablet"
## [488] "Hydrocortisone 5 MG Oral Tablet [Cortef]"
## [489] "Albumin Human, USP 50 MG/ML Injection [Buminate]"
## [490] "200 ACTUAT Albuterol 0.09 MG/ACTUAT Metered Dose Inhaler"
## [491] "Ergocalciferol 50000 UNT Oral Capsule"
## [492] "sevelamer hydrochloride 800 MG Oral Tablet [RenaGel]"
## [493] "Digoxin 0.25 MG Oral Tablet [Lanoxin]"
## [494] "24 HR Divalproex Sodium 250 MG Extended Release Oral Tablet"
## [495] "Minoxidil 2.5 MG Oral Tablet [Loniten]"
## [496] "Lidocaine Hydrochloride 0.02 MG/MG Topical Gel"
## [497] "Brimonidine tartrate 1.5 MG/ML Ophthalmic Solution [Alphagan]"
## [498] "Dextromethorphan Hydrobromide 2 MG/ML / Guaifenesin 20 MG/ML Oral Solution [Diabetic Tussin DM]"
## [499] "Verapamil hydrochloride 240 MG Extended Release Oral Tablet"
## [500] "Trazodone Hydrochloride 100 MG Oral Tablet"
## [501] "Metformin hydrochloride 500 MG Oral Tablet [Glucophage]"
## [502] "Megestrol Acetate 40 MG/ML Oral Suspension"
## [503] "Sodium Chloride 0.154 MEQ/ML Irrigation Solution"
## [504] "sennosides, USP 1.76 MG/ML Oral Solution [Senokot]"
## [505] "lansoprazole 30 MG Disintegrating Oral Tablet [Prevacid]"
## [506] "Fentanyl 0.05 MG/ML Injection [Sublimaze]"
## [507] "Bacitracin 0.5 UNT/MG / Polymyxin B 10 UNT/MG Ophthalmic Ointment"
## [508] "10 ML Nitroglycerin 5 MG/ML Injection"
## [509] "Nystatin 100000 UNT/ML / Triamcinolone Acetonide 1 MG/ML Topical Cream"
## [510] "cefepime 1000 MG Injection"
## [511] "Potassium Chloride 2 MEQ/ML Injectable Solution"
## [512] "Mirtazapine 15 MG Disintegrating Oral Tablet [Remeron]"
## [513] "sennosides, USP 8.6 MG Oral Tablet [Senokot]"
## [514] "Aspirin 300 MG Rectal Suppository"
## [515] "Lisinopril 5 MG Oral Tablet"
## [516] "Dexamethasone phosphate 4 MG/ML Injectable Solution"
## [517] "2 ML Sodium Nitroprusside 25 MG/ML Injection"
## [518] "Dexamethasone 4 MG Oral Tablet"
## [519] "Methylprednisolone 40 MG Injection [Solu-Medrol]"
## [520] "24 HR Diltiazem Hydrochloride 120 MG Extended Release Oral Capsule"
## [521] "Glucose 500 MG/ML Injectable Solution"
## [522] "120 ACTUAT Fluticasone propionate 0.11 MG/ACTUAT Metered Dose Inhaler [Flovent]"
## [523] "28 ACTUAT Fluticasone propionate 0.1 MG/ACTUAT / salmeterol 0.05 MG/ACTUAT Dry Powder Inhaler [Advair]"
## [524] "Bisacodyl 5 MG Delayed Release Oral Tablet"
## [525] "Famotidine 20 MG Oral Tablet"
## [526] "Prochlorperazine 10 MG Oral Tablet"
## [527] "midodrine hydrochloride 2.5 MG Oral Tablet [Proamatine]"
## [528] "valsartan 160 MG Oral Tablet [Diovan]"
## [529] "Hydralazine Hydrochloride 10 MG Oral Tablet"
## [530] "Nicardipine"
## [531] "Ethambutol Hydrochloride 400 MG Oral Tablet [Myambutol]"
## [532] "Rosuvastatin calcium 5 MG Oral Tablet [Crestor]"
## [533] "Nystatin 100 UNT/MG / Triamcinolone Acetonide 0.001 MG/MG Topical Ointment"
## [534] "Warfarin Sodium 1 MG Oral Tablet [Coumadin]"
## [535] "tizanidine 2 MG Oral Tablet [Zanaflex]"
## [536] "Calcium Carbonate 1250 MG Oral Tablet"
## [537] "0.8 ML Enoxaparin sodium 150 MG/ML Prefilled Syringe [Lovenox]"
## [538] "mycophenolate mofetil 200 MG/ML Oral Suspension [Cellcept]"
## [539] "linezolid 600 MG Oral Tablet [Zyvox]"
## [540] "150 ML Levofloxacin 5 MG/ML Injection [Levaquin]"
## [541] "Docusate Sodium 10 MG/ML Oral Suspension"
## [542] "Allopurinol 300 MG Oral Tablet"
## [543] "Acetaminophen 32 MG/ML Oral Solution"
## [544] "Morphine Sulfate 1 MG/ML"
## [545] "atorvastatin 80 MG Oral Tablet [Lipitor]"
## [546] "Naproxen 250 MG Oral Tablet"
## [547] "doxycycline hyclate 100 MG Injection [Doxy]"
## [548] "Ceftazidime 1000 MG Injection [Fortaz]"
## [549] "Ranitidine 15 MG/ML Oral Solution [Zantac]"
## [550] "Ondansetron 2 MG/ML Injectable Solution"
## [551] "1 ML Lorazepam 2 MG/ML Cartridge"
## [552] "Tetrahydrocannabinol 2.5 MG Oral Capsule [Marinol]"
## [553] "rifaximin 200 MG Oral Tablet [XIFAXAN]"
## [554] "Methylprednisolone 62.5 MG/ML Injectable Solution"
## [555] "Labetalol hydrochloride 5 MG/ML Injectable Solution [Normodyne]"
## [556] "Phenobarbital 65 MG/ML Injectable Solution"
## [557] "Sulfamethoxazole 80 MG/ML / Trimethoprim 16 MG/ML Injectable Solution"
## [558] "Sodium Phosphate, Dibasic 59.3 MG/ML / Sodium Phosphate, Monobasic 161 MG/ML Enema"
## [559] "Clonazepam 0.5 MG Oral Tablet"
## [560] "Ceftriaxone 2000 MG Injection"
## [561] "montelukast 10 MG Oral Tablet [Singulair]"
## [562] "1 ML Morphine Sulfate 8 MG/ML Injection"
## [563] "Albumin Human, USP 250 MG/ML Injection"
## [564] "Clarithromycin 500 MG Oral Tablet [Biaxin]"
## [565] "Meclizine Hydrochloride 12.5 MG Oral Tablet"
## [566] "Clotrimazole 10 MG/ML Topical Cream"
## [567] "Nystatin 100 UNT/MG Topical Ointment"
## [568] "24 HR Isosorbide Mononitrate 30 MG Extended Release Oral Tablet"
## [569] "Potassium Chloride 10 MEQ [K-10]"
## [570] "Azithromycin 500 MG Injection [Zithromax]"
## [571] "cilostazol 100 MG Oral Tablet"
## [572] "ferrous sulfate 300 MG Oral Tablet [Ferratab]"
## [573] "tramadol hydrochloride 50 MG Oral Tablet [Ultram]"
## [574] "Simvastatin 40 MG Oral Tablet [Zocor]"
## [575] "Levofloxacin 500 MG Oral Tablet [Levaquin]"
## [576] "24 HR metoprolol succinate 25 MG Extended Release Oral Tablet"
## [577] "0.5 ML Influenza Virus Vaccine, Inactivated A-Brisbane-59-2007, IVR-148 (H1N1) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated A-Uruguay-716-2007, NYMC X-175C (H3N2) strain 0.03 MG/ML / Influenza Virus Vaccine, Inactivated B-Brisbane-60-2008 stra"
## [578] "benzonatate 100 MG Oral Capsule [Tessalon Perles]"
## [579] "Nortriptyline 25 MG Oral Capsule"
## [580] "Phenytoin 25 MG/ML Oral Suspension [Dilantin]"
## [581] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.04 MEQ/ML Injection"
## [582] "Fluid intake oral Estimated"
## [583] "gabapentin 300 MG Oral Capsule [Neurontin]"
## [584] "Cyproheptadine hydrochloride 4 MG Oral Tablet"
## [585] "Phenytoin sodium 100 MG Extended Release Oral Capsule [Dilantin]"
## [586] "Captopril 25 MG Oral Tablet"
## [587] "24 HR metoprolol succinate 100 MG Extended Release Oral Tablet [Toprol]"
## [588] "Metolazone 5 MG Oral Tablet"
## [589] "Sumatriptan 12 MG/ML Injection [Imitrex]"
## [590] "cabergoline 0.5 MG Oral Tablet"
## [591] "Midazolam"
## [592] "Omeprazole 20 MG Delayed Release Oral Capsule"
## [593] "Vancomycin 50 MG/ML Injectable Solution"
## [594] "1 ML Hydromorphone Hydrochloride 1 MG/ML Prefilled Syringe"
## [595] "0.4 ML Enoxaparin sodium 100 MG/ML Prefilled Syringe [Lovenox]"
## [596] "50 ML Sodium Bicarbonate 84 MG/ML Prefilled Syringe"
## [597] "Levothyroxine Sodium 0.05 MG Oral Tablet [Synthroid]"
## [598] "prednisolone acetate 10 MG/ML Ophthalmic Suspension"
## [599] "Loperamide Hydrochloride 2 MG Oral Capsule"
## [600] "moxifloxacin 5 MG/ML Ophthalmic Solution [Vigamox]"
## [601] "atorvastatin 20 MG Oral Tablet [Lipitor]"
## [602] "Paroxetine Hydrochloride 2 MG/ML Oral Suspension"
## [603] "5 ML Metoprolol Tartrate 1 MG/ML Injection"
## [604] "Captopril 12.5 MG Oral Tablet"
## [605] "50 ML Gentamicin 2 MG/ML Injection"
## [606] "quinapril 20 MG Oral Tablet [Accupril]"
## [607] "1000 ML Glucose 50 MG/ML / Potassium Chloride 0.02 MEQ/ML / Sodium Chloride 9 MG/ML Injection"
## [608] "Phenytoin 50 MG Chewable Tablet [Dilantin]"
## [609] "Fluid intake urinary bladder irrigation Estimated"
## [610] "5 ML heparin sodium, porcine 10 UNT/ML Prefilled Syringe"
## [611] "2 ML Magnesium Sulfate 500 MG/ML Injection"
## [612] "ferrous sulfate 325 MG Oral Tablet"
## [613] "500 ML Hetastarch 60 MG/ML Injection"
## [614] "Pyrazinamide 500 MG Oral Tablet"
## [615] "Ranitidine 150 MG Oral Tablet"
## [616] "Ampicillin 500 MG Oral Capsule"
## [617] "Spironolactone 25 MG Oral Tablet"
## [618] "bimatoprost 0.3 MG/ML Ophthalmic Solution"
## [619] "Simethicone 80 MG Chewable Tablet"
## [620] "Glycopyrrolate 0.2 MG/ML Injectable Solution"
## [621] "Lamivudine 100 MG Oral Tablet [Epivir HBV]"
## [622] "1000 ML Potassium Chloride 0.02 MEQ/ML / Sodium Chloride 9 MG/ML Injection"
## [623] "Theophylline 5.33 MG/ML Oral Solution [Elixophyllin]"
## [624] "50 ML Glucose 500 MG/ML Prefilled Syringe"
## [625] "Oxybutynin chloride 5 MG Oral Tablet"
## [626] "Nesiritide 1.5 MG"
## [627] "Etoposide 20 MG/ML Injectable Solution [Toposar]"
## [628] "Sodium Chloride 1000 MG Oral Tablet"
## [629] "Warfarin Sodium 2 MG Oral Tablet [Coumadin]"
## [630] "Pramoxine hydrochloride 0.01 MG/MG / Zinc Oxide 0.125 MG/MG Topical Ointment [Anusol]"
## [631] "Diphenhydramine Hydrochloride 25 MG Oral Capsule"
## [632] "tizanidine 2 MG Oral Tablet"
## [633] "Glyburide 2.5 MG Oral Tablet"
## [634] "Mirtazapine 30 MG Oral Tablet [Remeron]"
## [635] "Carbidopa 25 MG / Levodopa 250 MG Oral Tablet"
## [636] "Aspirin 81 MG Delayed Release Oral Tablet"
## [637] "Oxycodone Hydrochloride 5 MG Oral Tablet [Roxicodone]"
## [638] "Levetiracetam 100 MG/ML Oral Solution [Keppra]"
## [639] "Insulin Glargine 100 UNT/ML Injectable Solution [Lantus]"
## [640] "Amlodipine 5 MG Oral Tablet"
## [641] "pantoprazole 40 MG Injection [Protonix]"
## [642] "50 ML Levofloxacin 5 MG/ML Injection [Levaquin]"
## [643] "Calcium Gluconate 100 MG/ML Injectable Solution"
## [644] "Acetaminophen 65 MG/ML / Oxycodone Hydrochloride 1 MG/ML Oral Solution [Roxicet]"
## [645] "Leucovorin 10 MG/ML Injectable Solution"
## [646] "5 ML hepatitis B immune globulin 312 UNT/ML Injection [Nabi-HB]"
## [647] "Insulin Lispro 25 UNT/ML / Insulin, Protamine Lispro, Human 75 UNT/ML Injectable Suspension [Humalog Mix]"
## [648] "Phenobarbital 4 MG/ML Oral Solution"
## [649] "Potassium Chloride 1.33 MEQ/ML Oral Solution [Kay Ciel]"
## [650] "Propofol 10 MG/ML Injectable Suspension"
## [651] "Furosemide 10 MG/ML"
## [652] "1 ML Naloxone Hydrochloride 0.4 MG/ML Injection"
## [653] "500 ML Sodium Chloride 30 MG/ML Injection"
## [654] "heparin sodium, porcine 10 UNT/ML Injectable Solution"
## [655] "tramadol hydrochloride 50 MG Oral Tablet"
## [656] "erythromycin lactobionate 500 MG Injection [Erythrocin]"
## [657] "Atropine Sulfate 0.1 MG/ML Prefilled Syringe"
## [658] "Mannitol 200 MG/ML"
## [659] "Hydralazine Hydrochloride 25 MG Oral Tablet"
## [660] "Ceftazidime 2000 MG Injection [Fortaz]"
## [661] "Zinc Oxide 0.4 MG/MG Topical Ointment"
## [662] "200 ML Nicardipine hydrochloride 0.2 MG/ML Injection [Cardene]"
## [663] "Hydromorphone Hydrochloride 2 MG Oral Tablet"
## [664] "Vitamin E 400 UNT Oral Capsule"
## [665] "Methylprednisolone 8 MG Oral Tablet"
## [666] "Estrogens, Conjugated (USP) 0.625 MG/ML Vaginal Cream [Premarin]"
## [667] "Lorazepam 2 MG/ML Injectable Solution"
## [668] "Methadone Hydrochloride 5 MG Oral Tablet"
## [669] "Cholecalciferol 400 UNT Oral Tablet [Delta D3]"
## [670] "Ketorolac Tromethamine 30 MG/ML Injectable Solution"
## [671] "midodrine hydrochloride 5 MG Oral Tablet"
## [672] "Calcitriol 0.00025 MG Oral Capsule [Rocaltrol]"
## [673] "Cisatracurium 2 MG/ML Injectable Solution [Nimbex]"
## [674] "Lidocaine Hydrochloride 20 MG/ML Injectable Solution [Xylocaine]"
## [675] "Acetaminophen 325 MG Oral Tablet"
## [676] "Fluid intake intravascular Estimated"
## [677] "Octreotide 0.5 MG/ML Injection [Sandostatin]"
## [678] "Acetaminophen 500 MG / Hydrocodone Bitartrate 5 MG Oral Tablet"
## [679] "Haloperidol 5 MG/ML Injectable Solution"
## [680] "Lorazepam 2 MG/ML Injectable Solution [Ativan]"
## [681] "1 ML Hydromorphone Hydrochloride 2 MG/ML Prefilled Syringe"
## [682] "Mirtazapine 15 MG Oral Tablet"
## [683] "50 ML Famotidine 0.4 MG/ML Injection"
## [684] "250 ML Dobutamine 1 MG/ML Injection"
## [685] "200 ACTUAT Albuterol 0.09 MG/ACTUAT / Ipratropium Bromide 0.018 MG/ACTUAT Metered Dose Inhaler [Combivent]"
## [686] "Ibuprofen 20 MG/ML Oral Suspension [Motrin]"
## [687] "Diazepam 5 MG Oral Tablet"
## [688] "Mineral Oil 1000 MG/ML Oral Solution"
## [689] "clopidogrel 300 MG Oral Tablet [Plavix]"
## [690] "tolterodine tartrate 2 MG Oral Tablet [Detrol]"
## [691] "Acetazolamide 250 MG Oral Tablet"
## [692] "Alanine 8.8 MG/ML / Arginine 4.89 MG/ML / Calcium Chloride 0.004 MEQ/ML / Dibasic potassium phosphate 2.61 MG/ML / Glucose 50 MG/ML / Glycine 4.38 MG/ML / Histidine 2.04 MG/ML / Isoleucine 2.55 MG/ML / Leucine 3.11 MG/ML / Lysine 2.47 MG/ML / Magnesium Ch"
## [693] "Azithromycin 500 MG Injection"
## [694] "200 ACTUAT Ipratropium Bromide 0.017 MG/ACTUAT Metered Dose Inhaler [Atrovent]"
## [695] "Atovaquone 150 MG/ML Oral Suspension [Mepron]"
## [696] "Folic Acid 5 MG/ML Injectable Solution"
## [697] "cefpodoxime 100 MG Oral Tablet"
## [698] "Amlodipine 5 MG Oral Tablet [Norvasc]"
## [699] "Losartan Potassium 25 MG Oral Tablet [Cozaar]"
## [700] "Haloperidol 0.5 MG Oral Tablet"
## [701] "Prednisone 20 MG Oral Tablet"
## [702] "Midazolam 5 MG/ML Injectable Solution"
## [703] "bacitracin zinc 0.5 UNT/MG Topical Ointment"
## [704] "Digoxin 0.125 MG Oral Tablet [Lanoxin]"
## [705] "quetiapine 25 MG Oral Tablet [Seroquel]"
## [706] "Sodium Bicarbonate 500 MG"
## [707] "carvedilol 3.125 MG Oral Tablet"
## [708] "Levetiracetam 250 MG Oral Tablet [Keppra]"
## [709] "Sodium Chloride 9 MG/ML Injectable Solution"
## [710] "0.6 ML Methylnaltrexone bromide 20 MG/ML Injection [Relistor]"
## [711] "Magnesium Oxide 140 MG Oral Capsule [Uro-Mag]"
## [712] "Capsaicin 0.25 MG/ML Topical Cream"
## [713] "Risperidone 1 MG Oral Tablet [Risperdal]"
## [714] "NITROFURANTOIN, MACROCRYSTALS 50 MG Oral Capsule"
## [715] "No matching concept"
## [716] "Furosemide 20 MG Oral Tablet"
## [717] "Octreotide 0.05 MG/ML Injection"
## [718] "Sirolimus 1 MG Oral Tablet [Rapamune]"
## [719] "Naphazoline Hydrochloride 0.25 MG/ML / Pheniramine Maleate 3 MG/ML Ophthalmic Solution [Naphcon A]"
## [720] "Neostigmine Methylsulfate 1 MG/ML Injectable Solution"
## [721] "Demeclocycline Hydrochloride 300 MG Oral Tablet [Declomycin]"#let’s try a regex to see if we can find similarities
# Function to normalize drug names
normalize_drug_name <- function(name) {
name <- tolower(name) # Convert to lowercase
name <- str_remove_all(name, "\\d+mg") # Remove dosage amounts
name <- str_remove_all(name, "[^a-z ]") # Keep only letters and spaces
name <- str_trim(name) # Trim whitespace
return(name)
}
# Normalize drug names in MIMIC
mimic_drugs_normalized <- sapply(unique_drugs_mimic, normalize_drug_name)
# Normalize drug names in OMOP MIMIC
omop_drugs_normalized <- sapply(unique_drugs_omop, normalize_drug_name)
# Function to find similar names using regex
find_similar_names <- function(drug_list) {
similar_names <- list()
for (drug in drug_list) {
pattern <- paste0(".*", str_split(drug, " ")[[1]][1], ".*")
matches <- grep(pattern, drug_list, value = TRUE)
if (length(matches) > 1) {
similar_names[[drug]] <- unique(matches)
}
}
return(similar_names)
}
# Find similar drug names in MIMIC
similar_names_mimic <- find_similar_names(mimic_drugs_normalized)
print(similar_names_mimic)## $lr
## [1] "lr" "dlr" "milrinone"
##
## $ns
## [1] "ns"
## [2] "dns"
## [3] "insulin"
## [4] "d ns"
## [5] "ondansetron"
## [6] "lansoprazole"
## [7] "multivitamins"
## [8] "ondansetron odt"
## [9] "humulinr insulin"
## [10] "ns glass bottle"
## [11] "ns mini bag plus"
## [12] "ampicillinsulbactam"
## [13] "estrogens conjugated"
## [14] "ibuprofen suspension"
## [15] "atovaquone suspension"
## [16] "insulin human regular"
## [17] "clindamycin suspension"
## [18] "multiple vitamins liq"
## [19] "ns irrigation bottle"
## [20] "multivitamins wminerals"
## [21] "ns glass bottle"
## [22] "nystatin oral suspension"
## [23] "lansoprazole oral solution"
## [24] "lansoprazole oral suspension"
## [25] "aluminum hydroxide suspension"
## [26] "potassium chl meq ml ns"
## [27] "sulfamethtrimethoprim suspension"
## [28] "potassium chl meq ml dns"
## [29] "lansoprazole oral disintegrating tab"
## [30] "chlorhexidine gluconate oral rinse"
## [31] "potassium chl meq ml d ns"
##
## $ny
## [1] "ny" "nystatin"
## [3] "phenytoin" "fosphenytoin"
## [5] "phenylephrine" "fentanyl patch"
## [7] "nystatin cream" "succinylcholine"
## [9] "fentanyl citrate" "phenytoin sodium"
## [11] "nystatin ointment" "phenylephrine hcl"
## [13] "nystatin oral susp" "nystatin oral suspension"
## [15] "nystatintriamcinolone cream" "nystatintriamcinolone ointment"
##
## $amp
## [1] "amp" "rifampin" "ampicillin"
## [4] "amphotericin b" "ampicillin sodium" "ampicillinsulbactam"
##
## $bag
## [1] "bag" "epidural bag"
## [3] "dw excel bag" "ns mini bag plus"
## [5] "sodium chloride mini bag plus"
##
## $dw
## [1] "dw" "dw excel bag"
## [3] "dw glass bottle" "potassium chl meq ml dw"
##
## $dns
## [1] "dns" "potassium chl meq ml dns"
##
## $soln
## [1] "soln"
## [2] "albuterol neb soln"
## [3] "albuterol neb soln"
## [4] "ciprofloxacin ophth soln"
## [5] "morphine sulfate oral soln"
## [6] "latanoprost ophth soln"
## [7] "morphine sulfate concentrated oral soln"
##
## $propra
## [1] "propra" "propranolol"
##
## $albumin
## [1] "albumin" "albumin human" "albumin g" "albumin gm"
## [5] "albumin g ml"
##
## $aspirin
## [1] "aspirin" "aspirin ec"
##
## $esmolol
## [1] "esmolol" "esmolol in saline isoosm"
##
## $heparin
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $insulin
## [1] "insulin" "humulinr insulin" "insulin human regular"
##
## $syringe
## [1] "syringe" "syringe chemo"
## [3] "syringe iv room" "syringe sodium chloride"
##
## $xopenex
## [1] "xopenex" "xopenex neb"
##
## $cefepime
## [1] "cefepime"
##
## $creon
## [1] "creon"
##
## $`d ns`
## [1] "dw"
## [2] "dlr"
## [3] "dns"
## [4] "danazol"
## [5] "dapsone"
## [6] "desitin"
## [7] "digoxin"
## [8] "nadolol"
## [9] "namenda"
## [10] "d ns"
## [11] "dopamine"
## [12] "diazepam"
## [13] "dostinex"
## [14] "ursodiol"
## [15] "tramadol"
## [16] "adenosine"
## [17] "bisacodyl"
## [18] "clonidine"
## [19] "diltiazem"
## [20] "docetaxel"
## [21] "donepezil"
## [22] "doxazosin"
## [23] "etomidate"
## [24] "etoposide"
## [25] "glipizide"
## [26] "glyburide"
## [27] "isoniazid"
## [28] "lidocaine"
## [29] "linezolid"
## [30] "methadone"
## [31] "midazolam"
## [32] "midodrine"
## [33] "minoxidil"
## [34] "oxycodone"
## [35] "torsemide"
## [36] "vitamin d"
## [37] "trazodone"
## [38] "amiodarone"
## [39] "amlodipine"
## [40] "carvedilol"
## [41] "cimetidine"
## [42] "dobutamine"
## [43] "daptomycin"
## [44] "dronabinol"
## [45] "duloxetine"
## [46] "famotidine"
## [47] "felodipine"
## [48] "folic acid"
## [49] "furosemide"
## [50] "lamivudine"
## [51] "loperamide"
## [52] "meperidine"
## [53] "nesiritide"
## [54] "prednisone"
## [55] "ranitidine"
## [56] "tizanidine"
## [57] "zonisamide"
## [58] "sodium bic"
## [59] "dextrose"
## [60] "candesartan"
## [61] "ceftazidime"
## [62] "clindamycin"
## [63] "clopidogrel"
## [64] "doxorubicin"
## [65] "finasteride"
## [66] "haloperidol"
## [67] "hydralazine"
## [68] "hydroxyurea"
## [69] "ondansetron"
## [70] "risperidone"
## [71] "tolterodine"
## [72] "ziprasidone"
## [73] "epidural bag"
## [74] "glipizide xl"
## [75] "indomethacin"
## [76] "phytonadione"
## [77] "pyrazinamide"
## [78] "sodium bicar"
## [79] "acetazolamide"
## [80] "albuterol mdi"
## [81] "ascorbic acid"
## [82] "clonidine hcl"
## [83] "dexamethasone"
## [84] "dicloxacillin"
## [85] "hydromorphone"
## [86] "methadone hcl"
## [87] "metronidazole"
## [88] "midazolam hcl"
## [89] "midodrine hcl"
## [90] "nifedipine cr"
## [91] "sodium bicarb"
## [92] "trazodone hcl"
## [93] "amiodarone hcl"
## [94] "cyproheptadine"
## [95] "demeclocycline"
## [96] "heparin sodium"
## [97] "hydrocortisone"
## [98] "loperamide hcl"
## [99] "metoclopramide"
## [100] "nicardipine iv"
## [101] "pyridoxine hcl"
## [102] "sodium bicarbo"
## [103] "tizanidine hcl"
## [104] "codeine sulfate"
## [105] "dw excel bag"
## [106] "diphenhydramine"
## [107] "docusate sodium"
## [108] "famotidine iv"
## [109] "hydralazine hcl"
## [110] "magnesium oxide"
## [111] "ondansetron odt"
## [112] "phenazopyridine"
## [113] "sodium chloride"
## [114] "calcium chloride"
## [115] "cyclophosphamide"
## [116] "gammagard liquid"
## [117] "hydromorphonehp"
## [118] "lactated ringers"
## [119] "oxycodone liquid"
## [120] "phenytoin sodium"
## [121] "sodium phosphate"
## [122] "thioridazine hcl"
## [123] "ampicillin sodium"
## [124] "enoxaparin sodium"
## [125] "sodium citrate"
## [126] "tramadol ultram"
## [127] "zolpidem tartrate"
## [128] "alendronate sodium"
## [129] "dw glass bottle"
## [130] "fleet phosphosoda"
## [131] "hydromorphone pf"
## [132] "lidocaine patch"
## [133] "lidocaine jelly"
## [134] "methylprednisolone"
## [135] "montelukast sodium"
## [136] "octreotide acetate"
## [137] "potassium chloride"
## [138] "sodium bicarbonate"
## [139] "tiotropium bromide"
## [140] "vecuronium bromide"
## [141] "diphenhydramine hcl"
## [142] "dolasetron mesylate"
## [143] "doxycycline hyclate"
## [144] "fondaparinux sodium"
## [145] "hydrochlorothiazide"
## [146] "methotrexate sodium"
## [147] "pantoprazole sodium"
## [148] "phenazopyridine hcl"
## [149] "pseudoephedrine hcl"
## [150] "quinidine gluconate"
## [151] "ranitidine liquid"
## [152] "acetazolamide sodium"
## [153] "cefpodoxime proxetil"
## [154] "estrogens conjugated"
## [155] "isoosmotic dextrose"
## [156] "isosorbide dinitrate"
## [157] "levothyroxine sodium"
## [158] "lidocaine viscous"
## [159] "miconazole powder"
## [160] "nitroprusside sodium"
## [161] "pentobarbital sodium"
## [162] "nf ertapenem sodium"
## [163] "clopidogrel bisulfate"
## [164] "sodium chloride nasal"
## [165] "acetaminophen liquid"
## [166] "ascorbic acid liquid"
## [167] "clindamycin suspension"
## [168] "metronidazole flagyl"
## [169] "pentamidineinhalation"
## [170] "vancomycin oral liquid"
## [171] "acetaminophen wcodeine"
## [172] "chlorhexidine gluconate"
## [173] "citalopram hydrobromide"
## [174] "fludrocortisone acetate"
## [175] "hydrocortisone na succ"
## [176] "ipratropium bromide mdi"
## [177] "ipratropium bromide neb"
## [178] "oxycodoneacetaminophen"
## [179] "sevelamer hydrochloride"
## [180] "docusate sodium liquid"
## [181] "ferrous sulfate liquid"
## [182] "hydromorphone dilaudid"
## [183] "isotonic sodium chloride"
## [184] "methotrexate sodium pf"
## [185] "divalproex sod sprinkles"
## [186] "donepezil mg or placebo"
## [187] "hydrocodoneacetaminophen"
## [188] "sulfamethtrimethoprim ds"
## [189] "diltiazem extendedrelease"
## [190] "methylprednisolone na succ"
## [191] "sterile diluent for flolan"
## [192] "amoxicillinclavulanic acid"
## [193] "carbidopalevodopa"
## [194] "dexamethasone sod phosphate"
## [195] "fluocinonide ointment"
## [196] "hydrocortisone na succinate"
## [197] "isoosmotic sodium chloride"
## [198] "lidocaine jelly urojet"
## [199] "potassium chloride powder"
## [200] "sodium chloride flush"
## [201] "clonidine patch mg hr"
## [202] "guaifenesindextromethorphan"
## [203] "nitrofurantoin macrodantin"
## [204] "sodium polystyrene sulfonate"
## [205] "aluminum hydroxide suspension"
## [206] "cetylpyridinium chl cepacol"
## [207] "divalproex extended release"
## [208] "guaifenesincodeine phosphate"
## [209] "oxycodone sustained release"
## [210] "carbidopalevodopa cr"
## [211] "methylprednisolone sodium succ"
## [212] "oxycodone immediate release"
## [213] "oxycodoneacetaminophen elixir"
## [214] "syringe sodium chloride"
## [215] "sodium chloride hypertonic"
## [216] "amino acids w dextrose"
## [217] "citrate dextrose acda crrt"
## [218] "maaloxdiphenhydraminelidocaine"
## [219] "brimonidine tartrate ophth"
## [220] "lidocaine epinephrine"
## [221] "dorzolamide timolol ophth"
## [222] "olanzapine disintegrating tablet"
## [223] "potassium chl meq ml dw"
## [224] "potassium chl meq ml dns"
## [225] "sodium chloride mini bag plus"
## [226] "lansoprazole oral disintegrating tab"
## [227] "prednisolone acetate ophth susp"
## [228] "salmeterol xinafoate diskus mcg"
## [229] "aluminummagnesium hydroxsimethicone"
## [230] "fluticasonesalmeterol diskus"
## [231] "neomycinpolymyxindexameth ophth oint"
## [232] "chlorhexidine gluconate oral rinse"
## [233] "potassium chl meq ml d ns"
## [234] "dextromethorphanguaifenesin sugar free"
## [235] "isosorbide mononitrate extended release"
## [236] "morphine sulfate concentrated oral soln"
## [237] "potassium chloride replacement oncology"
##
## $dopamine
## [1] "dopamine"
##
## $nystatin
## [1] "nystatin" "nystatin cream"
## [3] "nystatin ointment" "nystatin oral susp"
## [5] "nystatin oral suspension" "nystatintriamcinolone cream"
## [7] "nystatintriamcinolone ointment"
##
## $propofol
## [1] "propofol" "propofol generic"
##
## $solution
## [1] "solution"
## [2] "papain solution"
## [3] "levetiracetam solution"
## [4] "lansoprazole oral solution"
## [5] "theophylline oral solution"
## [6] "naphazolinepheniramine ophth solution"
##
## $thiamine
## [1] "thiamine" "thiamine hcl"
##
## $tramadol
## [1] "tramadol" "tramadol ultram"
##
## $albuterol
## [1] "albuterol" "albuterol mdi" "levalbuterol hcl"
## [4] "albuterol inhaler" "albuterol neb soln" "albuterolipratropium"
## [7] "albuterol neb soln"
##
## $cefazolin
## [1] "cefazolin"
##
## $clonidine
## [1] "clonidine" "clonidine hcl" "clonidine patch mg hr"
##
## $diltiazem
## [1] "diltiazem" "diltiazem extendedrelease"
##
## $donepezil
## [1] "donepezil" "donepezil mg or placebo"
##
## $glipizide
## [1] "glipizide" "glipizide xl"
##
## $labetalol
## [1] "labetalol" "labetalol hcl"
##
## $lactulose
## [1] "lactulose" "lactulose enema"
##
## $lidocaine
## [1] "lidocaine" "lidocaine patch"
## [3] "lidocaine jelly" "lidocaine viscous"
## [5] "lidocaine jelly urojet" "maaloxdiphenhydraminelidocaine"
## [7] "lidocaine epinephrine"
##
## $metformin
## [1] "metformin" "metformin xr glucophage xr"
##
## $methadone
## [1] "methadone" "methadone hcl"
##
## $midazolam
## [1] "midazolam" "midazolam hcl"
##
## $midodrine
## [1] "midodrine" "midodrine hcl"
##
## $oxycodone
## [1] "oxycodone" "oxycodone liquid"
## [3] "oxycodoneacetaminophen" "oxycodone sustained release"
## [5] "oxycodone immediate release" "oxycodoneacetaminophen elixir"
##
## $phenytoin
## [1] "phenytoin" "fosphenytoin" "phenytoin sodium"
##
## $sevelamer
## [1] "sevelamer" "sevelamer hydrochloride"
##
## $`vitamin d`
## [1] "vitamin d" "multivitamins"
## [3] "multivitamin" "multivitamin iv"
## [5] "multiple vitamins liq" "multivitamins wminerals"
##
## $trazodone
## [1] "trazodone" "trazodone hcl"
##
## $amiodarone
## [1] "amiodarone" "amiodarone hcl"
##
## $ampicillin
## [1] "ampicillin" "ampicillin sodium" "ampicillinsulbactam"
##
## $`aspirin ec`
## [1] "aspirin" "aspirin ec"
##
## $citalopram
## [1] "citalopram" "escitalopram oxalate"
## [3] "citalopram hydrobromide"
##
## $dobutamine
## [1] "dobutamine"
##
## $famotidine
## [1] "famotidine" "famotidine iv"
##
## $`folic acid`
## [1] "folic acid"
##
## $gentamicin
## [1] "gentamicin" "gentamicin sulfate"
##
## $loperamide
## [1] "loperamide" "loperamide hcl"
##
## $metoprolol
## [1] "metoprolol" "metoprolol xl"
## [3] "metoprolol tartrate" "metoprolol succinate xl"
##
## $olanzapine
## [1] "olanzapine" "olanzapine disintegrating tablet"
##
## $paroxetine
## [1] "paroxetine" "paroxetine hcl"
##
## $prednisone
## [1] "prednisone"
##
## $ranitidine
## [1] "ranitidine" "ranitidine liquid"
##
## $tizanidine
## [1] "tizanidine" "tizanidine hcl"
##
## $vancomycin
## [1] "vancomycin" "vancomycin hcl" "vancomycin enema"
## [4] "vancomycin oral liquid"
##
## $`sodium bic`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $dextrose
## [1] "dextrose" "isoosmotic dextrose"
## [3] "amino acids w dextrose" "citrate dextrose acda crrt"
##
## $ceftriaxone
## [1] "ceftriaxone"
##
## $ceftazidime
## [1] "ceftazidime"
##
## $clindamycin
## [1] "clindamycin" "clindamycin suspension"
##
## $clopidogrel
## [1] "clopidogrel" "clopidogrel bisulfate"
##
## $epinephrine
## [1] "epinephrine" "norepinephrine" "epinephrine hcl"
## [4] "lidocaine epinephrine"
##
## $`fleet enema`
## [1] "fleet enema" "fleet phosphosoda"
##
## $ganciclovir
## [1] "ganciclovir" "valganciclovir hcl"
##
## $guaifenesin
## [1] "guaifenesin"
## [2] "guaifenesindextromethorphan"
## [3] "guaifenesincodeine phosphate"
## [4] "dextromethorphanguaifenesin sugar free"
##
## $hydralazine
## [1] "hydralazine" "hydralazine hcl"
##
## $`mineral oil`
## [1] "mineral oil" "multivitamins wminerals"
##
## $ondansetron
## [1] "ondansetron" "ondansetron odt"
##
## $simethicone
## [1] "simethicone" "aluminummagnesium hydroxsimethicone"
##
## $`xopenex neb`
## [1] "xopenex" "xopenex neb"
##
## $azithromycin
## [1] "azithromycin"
##
## $clotrimazole
## [1] "clotrimazole" "clotrimazole cream"
##
## $erythromycin
## [1] "erythromycin" "erythromycin ophth oint"
##
## $`glipizide xl`
## [1] "glipizide" "glipizide xl"
##
## $`heparin crrt`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $lansoprazole
## [1] "lansoprazole"
## [2] "lansoprazole oral solution"
## [3] "lansoprazole oral suspension"
## [4] "lansoprazole oral disintegrating tab"
##
## $pantoprazole
## [1] "pantoprazole" "pantoprazole sodium"
##
## $promethazine
## [1] "promethazine" "promethazine hcl"
##
## $`thiamine hcl`
## [1] "thiamine" "thiamine hcl"
##
## $`sodium bicar`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $acetazolamide
## [1] "acetazolamide" "acetazolamide sodium"
##
## $acetaminophen
## [1] "acetaminophen" "acetaminophen iv"
## [3] "acetaminophen liquid" "acetaminophen wcodeine"
## [5] "oxycodoneacetaminophen" "hydrocodoneacetaminophen"
## [7] "oxycodoneacetaminophen elixir"
##
## $`albuterol mdi`
## [1] "albuterol" "albuterol mdi" "levalbuterol hcl"
## [4] "albuterol inhaler" "albuterol neb soln" "albuterolipratropium"
## [7] "albuterol neb soln"
##
## $`ascorbic acid`
## [1] "ascorbic acid" "ascorbic acid liquid"
##
## $ciprofloxacin
## [1] "ciprofloxacin" "ciprofloxacin iv"
## [3] "ciprofloxacin hcl" "ciprofloxacin ophth soln"
##
## $`clonidine hcl`
## [1] "clonidine" "clonidine hcl" "clonidine patch mg hr"
##
## $dexamethasone
## [1] "dexamethasone" "dexamethasone sod phosphate"
##
## $hydromorphone
## [1] "hydromorphone" "hydromorphonehp" "hydromorphone pf"
## [4] "hydromorphone dilaudid"
##
## $`labetalol hcl`
## [1] "labetalol" "labetalol hcl"
##
## $levetiracetam
## [1] "levetiracetam" "levetiracetam solution"
##
## $`methadone hcl`
## [1] "methadone" "methadone hcl"
##
## $`metoprolol xl`
## [1] "metoprolol" "metoprolol xl"
## [3] "metoprolol tartrate" "metoprolol succinate xl"
##
## $metronidazole
## [1] "metronidazole" "metronidazole flagyl"
##
## $`midazolam hcl`
## [1] "midazolam" "midazolam hcl"
##
## $`midodrine hcl`
## [1] "midodrine" "midodrine hcl"
##
## $multivitamins
## [1] "multivitamins" "multivitamins wminerals"
##
## $nitroglycerin
## [1] "nitroglycerin" "nitroglycerin sl" "nitroglycerin oint"
## [4] "nitroglycerin ointment"
##
## $phenylephrine
## [1] "phenylephrine" "phenylephrine hcl"
##
## $`sterile water`
## [1] "sterile water" "sterile diluent for flolan"
## [3] "sterile water for irrigation"
##
## $`sodium bicarb`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`trazodone hcl`
## [1] "trazodone" "trazodone hcl"
##
## $`albumin human`
## [1] "albumin" "albumin human" "albumin g" "albumin gm"
## [5] "albumin g ml"
##
## $`amiodarone hcl`
## [1] "amiodarone" "amiodarone hcl"
##
## $`fentanyl patch`
## [1] "fentanyl patch" "fentanyl citrate"
##
## $`heparin flush`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $`heparin sodium`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $hydrocortisone
## [1] "hydrocortisone" "hydrocortisone na succ"
## [3] "hydrocortisone na succinate"
##
## $`loperamide hcl`
## [1] "loperamide" "loperamide hcl"
##
## $norepinephrine
## [1] "norepinephrine"
##
## $`nystatin cream`
## [1] "nystatin" "nystatin cream"
## [3] "nystatin ointment" "nystatin oral susp"
## [5] "nystatin oral suspension" "nystatintriamcinolone cream"
## [7] "nystatintriamcinolone ointment"
##
## $`paroxetine hcl`
## [1] "paroxetine" "paroxetine hcl"
##
## $`sodium bicarbo`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`tizanidine hcl`
## [1] "tizanidine" "tizanidine hcl"
##
## $`vancomycin hcl`
## [1] "vancomycin" "vancomycin hcl" "vancomycin enema"
## [4] "vancomycin oral liquid"
##
## $`calcium acetate`
## [1] "calcium acetate" "calcium chloride"
## [3] "calcium carbonate" "calcium gluconate"
## [5] "leucovorin calcium" "rosuvastatin calcium"
## [7] "calcium replacement oncology"
##
## $`codeine sulfate`
## [1] "codeine sulfate" "acetaminophen wcodeine"
## [3] "guaifenesincodeine phosphate"
##
## $`dw excel bag`
## [1] "dw" "dw excel bag"
## [3] "dw glass bottle" "potassium chl meq ml dw"
##
## $diphenhydramine
## [1] "diphenhydramine" "diphenhydramine hcl"
## [3] "maaloxdiphenhydraminelidocaine"
##
## $`docusate sodium`
## [1] "docusate sodium" "docusate sodium liquid"
##
## $`epinephrine hcl`
## [1] "epinephrine" "norepinephrine" "epinephrine hcl"
## [4] "lidocaine epinephrine"
##
## $`famotidine iv`
## [1] "famotidine" "famotidine iv"
##
## $`ferrous sulfate`
## [1] "ferrous sulfate" "ferrous gluconate" "ferrous sulfate liquid"
##
## $`hydralazine hcl`
## [1] "hydralazine" "hydralazine hcl"
##
## $`lactulose enema`
## [1] "lactulose" "lactulose enema"
##
## $`magnesium oxide`
## [1] "magnesium oxide" "magnesium citrate"
## [3] "magnesium sulfate" "aluminummagnesium hydroxsimethicone"
##
## $multivitamin
## [1] "multivitamins" "multivitamin"
## [3] "multivitamin iv" "multivitamins wminerals"
##
## $`multivitamin iv`
## [1] "multivitamins" "multivitamin"
## [3] "multivitamin iv" "multivitamins wminerals"
##
## $`ondansetron odt`
## [1] "ondansetron" "ondansetron odt"
##
## $phenazopyridine
## [1] "phenazopyridine" "phenazopyridine hcl"
##
## $`sodium chloride`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`syringe chemo`
## [1] "syringe" "syringe chemo"
## [3] "syringe iv room" "syringe sodium chloride"
##
## $`nf rasburicase`
## [1] "nf rasburicase" "nf ertapenem sodium"
## [3] "influenza virus vaccine"
##
## $`acetaminophen iv`
## [1] "acetaminophen" "acetaminophen iv"
## [3] "acetaminophen liquid" "acetaminophen wcodeine"
## [5] "oxycodoneacetaminophen" "hydrocodoneacetaminophen"
## [7] "oxycodoneacetaminophen elixir"
##
## $`artificial tears`
## [1] "artificial tears" "artificial tear ointment"
## [3] "artificial tears preserv free"
##
## $bupivacaine
## [1] "bupivacaine"
##
## $`calcium chloride`
## [1] "calcium acetate" "calcium chloride"
## [3] "calcium carbonate" "calcium gluconate"
## [5] "leucovorin calcium" "rosuvastatin calcium"
## [7] "calcium replacement oncology"
##
## $`ciprofloxacin iv`
## [1] "ciprofloxacin" "ciprofloxacin iv"
## [3] "ciprofloxacin hcl" "ciprofloxacin ophth soln"
##
## $`fat emulsion`
## [1] "sucralfate"
## [2] "zinc sulfate"
## [3] "codeine sulfate"
## [4] "ferrous sulfate"
## [5] "atropine sulfate"
## [6] "fat emulsion"
## [7] "morphine sulfate"
## [8] "magnesium sulfate"
## [9] "gentamicin sulfate"
## [10] "tobramycin sulfate"
## [11] "morphine sulfate ir"
## [12] "clopidogrel bisulfate"
## [13] "ferrous sulfate liquid"
## [14] "morphine sulfate oral soln"
## [15] "bacitracinpolymyxin b sulfate opht oint"
## [16] "morphine sulfate concentrated oral soln"
##
## $`fentanyl citrate`
## [1] "fentanyl patch" "fentanyl citrate"
##
## $`morphine sulfate`
## [1] "morphine sulfate"
## [2] "morphine sulfate ir"
## [3] "morphine sr ms contin"
## [4] "morphine sulfate oral soln"
## [5] "morphine sulfate concentrated oral soln"
##
## $`nitroglycerin sl`
## [1] "nitroglycerin" "nitroglycerin sl" "nitroglycerin oint"
## [4] "nitroglycerin ointment"
##
## $`oxycodone liquid`
## [1] "oxycodone" "oxycodone liquid"
## [3] "oxycodoneacetaminophen" "oxycodone sustained release"
## [5] "oxycodone immediate release" "oxycodoneacetaminophen elixir"
##
## $`phenytoin sodium`
## [1] "phenytoin" "fosphenytoin" "phenytoin sodium"
##
## $`promethazine hcl`
## [1] "promethazine" "promethazine hcl"
##
## $`sodium phosphate`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`vancomycin enema`
## [1] "vancomycin" "vancomycin hcl" "vancomycin enema"
## [4] "vancomycin oral liquid"
##
## $`albumin g`
## [1] "albumin" "albumin human" "albumin g" "albumin gm"
## [5] "albumin g ml"
##
## $`albuterol inhaler`
## [1] "albuterol" "albuterol mdi" "levalbuterol hcl"
## [4] "albuterol inhaler" "albuterol neb soln" "albuterolipratropium"
## [7] "albuterol neb soln"
##
## $`ampicillin sodium`
## [1] "ampicillin" "ampicillin sodium" "ampicillinsulbactam"
##
## $`calcium carbonate`
## [1] "calcium acetate" "calcium chloride"
## [3] "calcium carbonate" "calcium gluconate"
## [5] "leucovorin calcium" "rosuvastatin calcium"
## [7] "calcium replacement oncology"
##
## $`calcium gluconate`
## [1] "calcium acetate" "calcium chloride"
## [3] "calcium carbonate" "calcium gluconate"
## [5] "leucovorin calcium" "rosuvastatin calcium"
## [7] "calcium replacement oncology"
##
## $`cepacol menthol`
## [1] "cepacol menthol" "cetylpyridinium chl cepacol"
##
## $`ciprofloxacin hcl`
## [1] "ciprofloxacin" "ciprofloxacin iv"
## [3] "ciprofloxacin hcl" "ciprofloxacin ophth soln"
##
## $`enalapril maleate`
## [1] "enalaprilat" "enalapril maleate"
##
## $`ferrous gluconate`
## [1] "ferrous sulfate" "ferrous gluconate" "ferrous sulfate liquid"
##
## $`magnesium citrate`
## [1] "magnesium oxide" "magnesium citrate"
## [3] "magnesium sulfate" "aluminummagnesium hydroxsimethicone"
##
## $`magnesium sulfate`
## [1] "magnesium oxide" "magnesium citrate"
## [3] "magnesium sulfate" "aluminummagnesium hydroxsimethicone"
##
## $`ns glass bottle`
## [1] "ns"
## [2] "dns"
## [3] "insulin"
## [4] "d ns"
## [5] "ondansetron"
## [6] "lansoprazole"
## [7] "multivitamins"
## [8] "ondansetron odt"
## [9] "humulinr insulin"
## [10] "ns glass bottle"
## [11] "ns mini bag plus"
## [12] "ampicillinsulbactam"
## [13] "estrogens conjugated"
## [14] "ibuprofen suspension"
## [15] "atovaquone suspension"
## [16] "insulin human regular"
## [17] "clindamycin suspension"
## [18] "multiple vitamins liq"
## [19] "ns irrigation bottle"
## [20] "multivitamins wminerals"
## [21] "ns glass bottle"
## [22] "nystatin oral suspension"
## [23] "lansoprazole oral solution"
## [24] "lansoprazole oral suspension"
## [25] "aluminum hydroxide suspension"
## [26] "potassium chl meq ml ns"
## [27] "sulfamethtrimethoprim suspension"
## [28] "potassium chl meq ml dns"
## [29] "lansoprazole oral disintegrating tab"
## [30] "chlorhexidine gluconate oral rinse"
## [31] "potassium chl meq ml d ns"
##
## $`nystatin ointment`
## [1] "nystatin" "nystatin cream"
## [3] "nystatin ointment" "nystatin oral susp"
## [5] "nystatin oral suspension" "nystatintriamcinolone cream"
## [7] "nystatintriamcinolone ointment"
##
## $`phenylephrine hcl`
## [1] "phenylephrine" "phenylephrine hcl"
##
## $`sodium citrate`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`syringe iv room`
## [1] "syringe" "syringe chemo"
## [3] "syringe iv room" "syringe sodium chloride"
##
## $`tramadol ultram`
## [1] "tramadol" "tramadol ultram"
##
## $`albuterol neb soln`
## [1] "albuterol" "albuterol mdi" "levalbuterol hcl"
## [4] "albuterol inhaler" "albuterol neb soln" "albuterolipratropium"
## [7] "albuterol neb soln"
##
## $`clotrimazole cream`
## [1] "clotrimazole" "clotrimazole cream"
##
## $`dw glass bottle`
## [1] "dw" "dw excel bag"
## [3] "dw glass bottle" "potassium chl meq ml dw"
##
## $`fleet phosphosoda`
## [1] "fleet enema" "fleet phosphosoda"
##
## $`gentamicin sulfate`
## [1] "gentamicin" "gentamicin sulfate"
##
## $`hydromorphone pf`
## [1] "hydromorphone" "hydromorphonehp" "hydromorphone pf"
## [4] "hydromorphone dilaudid"
##
## $`heparin lock flush`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $`lidocaine patch`
## [1] "lidocaine" "lidocaine patch"
## [3] "lidocaine jelly" "lidocaine viscous"
## [5] "lidocaine jelly urojet" "maaloxdiphenhydraminelidocaine"
## [7] "lidocaine epinephrine"
##
## $`lidocaine jelly`
## [1] "lidocaine" "lidocaine patch"
## [3] "lidocaine jelly" "lidocaine viscous"
## [5] "lidocaine jelly urojet" "maaloxdiphenhydraminelidocaine"
## [7] "lidocaine epinephrine"
##
## $methylprednisolone
## [1] "methylprednisolone" "methylprednisolone na succ"
## [3] "methylprednisolone sodium succ"
##
## $`ns mini bag plus`
## [1] "ns"
## [2] "dns"
## [3] "insulin"
## [4] "d ns"
## [5] "ondansetron"
## [6] "lansoprazole"
## [7] "multivitamins"
## [8] "ondansetron odt"
## [9] "humulinr insulin"
## [10] "ns glass bottle"
## [11] "ns mini bag plus"
## [12] "ampicillinsulbactam"
## [13] "estrogens conjugated"
## [14] "ibuprofen suspension"
## [15] "atovaquone suspension"
## [16] "insulin human regular"
## [17] "clindamycin suspension"
## [18] "multiple vitamins liq"
## [19] "ns irrigation bottle"
## [20] "multivitamins wminerals"
## [21] "ns glass bottle"
## [22] "nystatin oral suspension"
## [23] "lansoprazole oral solution"
## [24] "lansoprazole oral suspension"
## [25] "aluminum hydroxide suspension"
## [26] "potassium chl meq ml ns"
## [27] "sulfamethtrimethoprim suspension"
## [28] "potassium chl meq ml dns"
## [29] "lansoprazole oral disintegrating tab"
## [30] "chlorhexidine gluconate oral rinse"
## [31] "potassium chl meq ml d ns"
##
## $`potassium chloride`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"
##
## $`propofol generic`
## [1] "propofol" "propofol generic"
##
## $`sodium bicarbonate`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`bacitracin ointment`
## [1] "bacitracin ointment"
## [2] "bacitracinpolymyxin b sulfate opht oint"
##
## $`diphenhydramine hcl`
## [1] "diphenhydramine" "diphenhydramine hcl"
## [3] "maaloxdiphenhydraminelidocaine"
##
## $`methotrexate sodium`
## [1] "methotrexate sodium" "methotrexate sodium pf"
##
## $`metoprolol tartrate`
## [1] "metoprolol" "metoprolol xl"
## [3] "metoprolol tartrate" "metoprolol succinate xl"
##
## $`morphine sulfate ir`
## [1] "morphine sulfate"
## [2] "morphine sulfate ir"
## [3] "morphine sr ms contin"
## [4] "morphine sulfate oral soln"
## [5] "morphine sulfate concentrated oral soln"
##
## $`nystatin oral susp`
## [1] "nystatin" "nystatin cream"
## [3] "nystatin ointment" "nystatin oral susp"
## [5] "nystatin oral suspension" "nystatintriamcinolone cream"
## [7] "nystatintriamcinolone ointment"
##
## $`pantoprazole sodium`
## [1] "pantoprazole" "pantoprazole sodium"
##
## $`phenazopyridine hcl`
## [1] "phenazopyridine" "phenazopyridine hcl"
##
## $`potassium phosphate`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"
##
## $`prismasate b k`
## [1] "prismasate b k"
##
## $`ranitidine liquid`
## [1] "ranitidine" "ranitidine liquid"
##
## $`acetazolamide sodium`
## [1] "acetazolamide" "acetazolamide sodium"
##
## $`albumin gm`
## [1] "albumin" "albumin human" "albumin g" "albumin gm"
## [5] "albumin g ml"
##
## $`isoosmotic dextrose`
## [1] "isoosmotic dextrose" "isoosmotic sodium chloride"
##
## $`isosorbide dinitrate`
## [1] "isosorbide dinitrate"
## [2] "isosorbide mononitrate extended release"
##
## $`lidocaine viscous`
## [1] "lidocaine" "lidocaine patch"
## [3] "lidocaine jelly" "lidocaine viscous"
## [5] "lidocaine jelly urojet" "maaloxdiphenhydraminelidocaine"
## [7] "lidocaine epinephrine"
##
## $`timolol maleate`
## [1] "timolol maleate" "dorzolamide timolol ophth"
##
## $`nf ertapenem sodium`
## [1] "nf rasburicase" "nf ertapenem sodium"
## [3] "influenza virus vaccine"
##
## $`clopidogrel bisulfate`
## [1] "clopidogrel" "clopidogrel bisulfate"
##
## $`insulin human regular`
## [1] "insulin" "humulinr insulin" "insulin human regular"
##
## $`sodium chloride nasal`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`acetaminophen liquid`
## [1] "acetaminophen" "acetaminophen iv"
## [3] "acetaminophen liquid" "acetaminophen wcodeine"
## [5] "oxycodoneacetaminophen" "hydrocodoneacetaminophen"
## [7] "oxycodoneacetaminophen elixir"
##
## $`ascorbic acid liquid`
## [1] "ascorbic acid" "ascorbic acid liquid"
##
## $`clindamycin suspension`
## [1] "clindamycin" "clindamycin suspension"
##
## $`levetiracetam solution`
## [1] "levetiracetam" "levetiracetam solution"
##
## $`metronidazole flagyl`
## [1] "metronidazole" "metronidazole flagyl"
##
## $`ns irrigation bottle`
## [1] "ns"
## [2] "dns"
## [3] "insulin"
## [4] "d ns"
## [5] "ondansetron"
## [6] "lansoprazole"
## [7] "multivitamins"
## [8] "ondansetron odt"
## [9] "humulinr insulin"
## [10] "ns glass bottle"
## [11] "ns mini bag plus"
## [12] "ampicillinsulbactam"
## [13] "estrogens conjugated"
## [14] "ibuprofen suspension"
## [15] "atovaquone suspension"
## [16] "insulin human regular"
## [17] "clindamycin suspension"
## [18] "multiple vitamins liq"
## [19] "ns irrigation bottle"
## [20] "multivitamins wminerals"
## [21] "ns glass bottle"
## [22] "nystatin oral suspension"
## [23] "lansoprazole oral solution"
## [24] "lansoprazole oral suspension"
## [25] "aluminum hydroxide suspension"
## [26] "potassium chl meq ml ns"
## [27] "sulfamethtrimethoprim suspension"
## [28] "potassium chl meq ml dns"
## [29] "lansoprazole oral disintegrating tab"
## [30] "chlorhexidine gluconate oral rinse"
## [31] "potassium chl meq ml d ns"
##
## $`nitroglycerin oint`
## [1] "nitroglycerin" "nitroglycerin sl" "nitroglycerin oint"
## [4] "nitroglycerin ointment"
##
## $`penicillin g potassium`
## [1] "penicillin g potassium" "penicillin v potassium"
##
## $`penicillin v potassium`
## [1] "penicillin g potassium" "penicillin v potassium"
##
## $sulfamethtrimethoprim
## [1] "sulfamethtrimethoprim" "sulfamethtrimethoprim ds"
## [3] "sulfamethtrimethoprim ss" "sulfamethtrimethoprim suspension"
##
## $`vancomycin oral liquid`
## [1] "vancomycin" "vancomycin hcl" "vancomycin enema"
## [4] "vancomycin oral liquid"
##
## $`acetaminophen wcodeine`
## [1] "acetaminophen" "acetaminophen iv"
## [3] "acetaminophen liquid" "acetaminophen wcodeine"
## [5] "oxycodoneacetaminophen" "hydrocodoneacetaminophen"
## [7] "oxycodoneacetaminophen elixir"
##
## $`chlorhexidine gluconate`
## [1] "chlorhexidine gluconate" "chlorhexidine gluconate oral rinse"
##
## $`citalopram hydrobromide`
## [1] "citalopram" "escitalopram oxalate"
## [3] "citalopram hydrobromide"
##
## $`hydrocortisone na succ`
## [1] "hydrocortisone" "hydrocortisone na succ"
## [3] "hydrocortisone na succinate"
##
## $`ipratropium bromide mdi`
## [1] "albuterolipratropium" "ipratropium bromide mdi"
## [3] "ipratropium bromide neb"
##
## $`ipratropium bromide neb`
## [1] "albuterolipratropium" "ipratropium bromide mdi"
## [3] "ipratropium bromide neb"
##
## $`metoprolol succinate xl`
## [1] "metoprolol" "metoprolol xl"
## [3] "metoprolol tartrate" "metoprolol succinate xl"
##
## $`morphine sr ms contin`
## [1] "morphine sulfate"
## [2] "morphine sulfate ir"
## [3] "morphine sr ms contin"
## [4] "morphine sulfate oral soln"
## [5] "morphine sulfate concentrated oral soln"
##
## $oxycodoneacetaminophen
## [1] "oxycodoneacetaminophen" "oxycodoneacetaminophen elixir"
##
## $piperacillintazobactam
## [1] "piperacillintazobactam" "piperacillintazobactam na"
##
## $`sevelamer hydrochloride`
## [1] "sevelamer" "sevelamer hydrochloride"
##
## $`albumin g ml`
## [1] "albumin" "albumin human" "albumin g" "albumin gm"
## [5] "albumin g ml"
##
## $`artificial tear ointment`
## [1] "artificial tears" "artificial tear ointment"
## [3] "artificial tears preserv free"
##
## $`docusate sodium liquid`
## [1] "docusate sodium" "docusate sodium liquid"
##
## $`ferrous sulfate liquid`
## [1] "ferrous sulfate" "ferrous gluconate" "ferrous sulfate liquid"
##
## $`hydromorphone dilaudid`
## [1] "hydromorphone" "hydromorphonehp" "hydromorphone pf"
## [4] "hydromorphone dilaudid"
##
## $`methotrexate sodium pf`
## [1] "methotrexate sodium" "methotrexate sodium pf"
##
## $`multivitamins wminerals`
## [1] "multivitamins" "multivitamins wminerals"
##
## $`ns glass bottle`
## [1] "ns"
## [2] "dns"
## [3] "insulin"
## [4] "d ns"
## [5] "ondansetron"
## [6] "lansoprazole"
## [7] "multivitamins"
## [8] "ondansetron odt"
## [9] "humulinr insulin"
## [10] "ns glass bottle"
## [11] "ns mini bag plus"
## [12] "ampicillinsulbactam"
## [13] "estrogens conjugated"
## [14] "ibuprofen suspension"
## [15] "atovaquone suspension"
## [16] "insulin human regular"
## [17] "clindamycin suspension"
## [18] "multiple vitamins liq"
## [19] "ns irrigation bottle"
## [20] "multivitamins wminerals"
## [21] "ns glass bottle"
## [22] "nystatin oral suspension"
## [23] "lansoprazole oral solution"
## [24] "lansoprazole oral suspension"
## [25] "aluminum hydroxide suspension"
## [26] "potassium chl meq ml ns"
## [27] "sulfamethtrimethoprim suspension"
## [28] "potassium chl meq ml dns"
## [29] "lansoprazole oral disintegrating tab"
## [30] "chlorhexidine gluconate oral rinse"
## [31] "potassium chl meq ml d ns"
##
## $`nystatin oral suspension`
## [1] "nystatin" "nystatin cream"
## [3] "nystatin ointment" "nystatin oral susp"
## [5] "nystatin oral suspension" "nystatintriamcinolone cream"
## [7] "nystatintriamcinolone ointment"
##
## $`albuterol neb soln`
## [1] "albuterol" "albuterol mdi" "levalbuterol hcl"
## [4] "albuterol inhaler" "albuterol neb soln" "albuterolipratropium"
## [7] "albuterol neb soln"
##
## $`divalproex sod sprinkles`
## [1] "divalproex sod sprinkles" "divalproex extended release"
##
## $`donepezil mg or placebo`
## [1] "donepezil" "donepezil mg or placebo"
##
## $`sulfamethtrimethoprim ds`
## [1] "sulfamethtrimethoprim" "sulfamethtrimethoprim ds"
## [3] "sulfamethtrimethoprim ss" "sulfamethtrimethoprim suspension"
##
## $`sulfamethtrimethoprim ss`
## [1] "sulfamethtrimethoprim" "sulfamethtrimethoprim ds"
## [3] "sulfamethtrimethoprim ss" "sulfamethtrimethoprim suspension"
##
## $`diltiazem extendedrelease`
## [1] "diltiazem" "diltiazem extendedrelease"
##
## $`lansoprazole oral solution`
## [1] "lansoprazole"
## [2] "lansoprazole oral solution"
## [3] "lansoprazole oral suspension"
## [4] "lansoprazole oral disintegrating tab"
##
## $`methylprednisolone na succ`
## [1] "methylprednisolone" "methylprednisolone na succ"
## [3] "methylprednisolone sodium succ"
##
## $`nitroglycerin ointment`
## [1] "nitroglycerin" "nitroglycerin sl" "nitroglycerin oint"
## [4] "nitroglycerin ointment"
##
## $`piperacillintazobactam na`
## [1] "piperacillintazobactam" "piperacillintazobactam na"
##
## $`sterile diluent for flolan`
## [1] "sterile water" "sterile diluent for flolan"
## [3] "sterile water for irrigation"
##
## $carbidopalevodopa
## [1] "carbidopalevodopa" "carbidopalevodopa cr"
##
## $`dexamethasone sod phosphate`
## [1] "dexamethasone" "dexamethasone sod phosphate"
##
## $`esmolol in saline isoosm`
## [1] "esmolol" "esmolol in saline isoosm"
##
## $`heparin flush unitsml`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $`hydrocortisone na succinate`
## [1] "hydrocortisone" "hydrocortisone na succ"
## [3] "hydrocortisone na succinate"
##
## $`isoosmotic sodium chloride`
## [1] "isoosmotic dextrose" "isoosmotic sodium chloride"
##
## $`lidocaine jelly urojet`
## [1] "lidocaine" "lidocaine patch"
## [3] "lidocaine jelly" "lidocaine viscous"
## [5] "lidocaine jelly urojet" "maaloxdiphenhydraminelidocaine"
## [7] "lidocaine epinephrine"
##
## $`pneumococcal vac polyvalent`
## [1] "pneumococcal vac polyvalent"
##
## $`potassium chloride powder`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"
##
## $`sodium chloride flush`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`clonidine patch mg hr`
## [1] "clonidine" "clonidine hcl" "clonidine patch mg hr"
##
## $`erythromycin ophth oint`
## [1] "erythromycin" "erythromycin ophth oint"
##
## $`fluticasone propionate nasal`
## [1] "fluticasone propionate nasal" "fluticasone propionate mcg"
## [3] "fluticasonesalmeterol" "fluticasonesalmeterol diskus"
##
## $`lansoprazole oral suspension`
## [1] "lansoprazole"
## [2] "lansoprazole oral solution"
## [3] "lansoprazole oral suspension"
## [4] "lansoprazole oral disintegrating tab"
##
## $`metformin xr glucophage xr`
## [1] "metformin" "metformin xr glucophage xr"
##
## $`nystatintriamcinolone cream`
## [1] "nystatintriamcinolone cream" "nystatintriamcinolone ointment"
##
## $`sodium polystyrene sulfonate`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`sterile water for irrigation`
## [1] "sterile water" "sterile diluent for flolan"
## [3] "sterile water for irrigation"
##
## $`aluminum hydroxide suspension`
## [1] "aluminum hydroxide suspension" "aluminummagnesium hydroxsimethicone"
##
## $`ciprofloxacin ophth soln`
## [1] "ciprofloxacin" "ciprofloxacin iv"
## [3] "ciprofloxacin hcl" "ciprofloxacin ophth soln"
##
## $`divalproex extended release`
## [1] "divalproex sod sprinkles" "divalproex extended release"
##
## $`fluticasone propionate mcg`
## [1] "fluticasone propionate nasal" "fluticasone propionate mcg"
## [3] "fluticasonesalmeterol" "fluticasonesalmeterol diskus"
##
## $`morphine sulfate oral soln`
## [1] "morphine sulfate"
## [2] "morphine sulfate ir"
## [3] "morphine sr ms contin"
## [4] "morphine sulfate oral soln"
## [5] "morphine sulfate concentrated oral soln"
##
## $`oxycodone sustained release`
## [1] "oxycodone" "oxycodone liquid"
## [3] "oxycodoneacetaminophen" "oxycodone sustained release"
## [5] "oxycodone immediate release" "oxycodoneacetaminophen elixir"
##
## $`artificial tears preserv free`
## [1] "artificial tears" "artificial tear ointment"
## [3] "artificial tears preserv free"
##
## $`calcium replacement oncology`
## [1] "calcium acetate" "calcium chloride"
## [3] "calcium carbonate" "calcium gluconate"
## [5] "leucovorin calcium" "rosuvastatin calcium"
## [7] "calcium replacement oncology"
##
## $`carbidopalevodopa cr`
## [1] "carbidopalevodopa" "carbidopalevodopa cr"
##
## $`methylprednisolone sodium succ`
## [1] "methylprednisolone" "methylprednisolone na succ"
## [3] "methylprednisolone sodium succ"
##
## $`oxycodone immediate release`
## [1] "oxycodone" "oxycodone liquid"
## [3] "oxycodoneacetaminophen" "oxycodone sustained release"
## [5] "oxycodone immediate release" "oxycodoneacetaminophen elixir"
##
## $`oxycodoneacetaminophen elixir`
## [1] "oxycodoneacetaminophen" "oxycodoneacetaminophen elixir"
##
## $`syringe sodium chloride`
## [1] "syringe" "syringe chemo"
## [3] "syringe iv room" "syringe sodium chloride"
##
## $fluticasonesalmeterol
## [1] "fluticasonesalmeterol" "fluticasonesalmeterol diskus"
##
## $`nystatintriamcinolone ointment`
## [1] "nystatintriamcinolone cream" "nystatintriamcinolone ointment"
##
## $`sodium chloride hypertonic`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`amino acids w dextrose`
## [1] "acetaminophen" "acetaminophen iv"
## [3] "acetaminophen liquid" "acetaminophen wcodeine"
## [5] "oxycodoneacetaminophen" "hydrocodoneacetaminophen"
## [7] "oxycodoneacetaminophen elixir" "amino acids w dextrose"
##
## $`citrate dextrose acda crrt`
## [1] "fentanyl citrate" "magnesium citrate"
## [3] "sodium citrate" "citrate dextrose acda crrt"
##
## $`heparin flush cvl unitsml`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $`heparin flush picc unitsml`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $`lidocaine epinephrine`
## [1] "lidocaine" "lidocaine patch"
## [3] "lidocaine jelly" "lidocaine viscous"
## [5] "lidocaine jelly urojet" "maaloxdiphenhydraminelidocaine"
## [7] "lidocaine epinephrine"
##
## $`potassium chl meq ml ns`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"
##
## $`sulfamethtrimethoprim suspension`
## [1] "sulfamethtrimethoprim" "sulfamethtrimethoprim ds"
## [3] "sulfamethtrimethoprim ss" "sulfamethtrimethoprim suspension"
##
## $`heparin flush crrt unitsml`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $`olanzapine disintegrating tablet`
## [1] "olanzapine" "olanzapine disintegrating tablet"
##
## $`potassium chl meq ml dw`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"
##
## $`potassium chl meq ml dns`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"
##
## $`sodium chloride mini bag plus`
## [1] "sodium bic" "sodium bicar"
## [3] "sodium bicarb" "heparin sodium"
## [5] "sodium bicarbo" "docusate sodium"
## [7] "sodium chloride" "phenytoin sodium"
## [9] "sodium phosphate" "ampicillin sodium"
## [11] "enoxaparin sodium" "sodium citrate"
## [13] "alendronate sodium" "montelukast sodium"
## [15] "sodium bicarbonate" "fondaparinux sodium"
## [17] "methotrexate sodium" "pantoprazole sodium"
## [19] "acetazolamide sodium" "levothyroxine sodium"
## [21] "nitroprusside sodium" "pentobarbital sodium"
## [23] "nf ertapenem sodium" "sodium chloride nasal"
## [25] "docusate sodium liquid" "isotonic sodium chloride"
## [27] "methotrexate sodium pf" "isoosmotic sodium chloride"
## [29] "sodium chloride flush" "sodium polystyrene sulfonate"
## [31] "methylprednisolone sodium succ" "syringe sodium chloride"
## [33] "sodium chloride hypertonic" "sodium chloride mini bag plus"
##
## $`heparin flush hickman unitsml`
## [1] "heparin" "heparin crrt"
## [3] "heparin flush" "heparin sodium"
## [5] "heparin lock flush" "heparin flush unitsml"
## [7] "heparin flush cvl unitsml" "heparin flush picc unitsml"
## [9] "heparin flush crrt unitsml" "heparin flush hickman unitsml"
##
## $`lansoprazole oral disintegrating tab`
## [1] "lansoprazole"
## [2] "lansoprazole oral solution"
## [3] "lansoprazole oral suspension"
## [4] "lansoprazole oral disintegrating tab"
##
## $`prednisolone acetate ophth susp`
## [1] "methylprednisolone" "methylprednisolone na succ"
## [3] "methylprednisolone sodium succ" "prednisolone acetate ophth susp"
##
## $`salmeterol xinafoate diskus mcg`
## [1] "fluticasonesalmeterol" "salmeterol xinafoate diskus mcg"
## [3] "fluticasonesalmeterol diskus"
##
## $`fluticasonesalmeterol diskus`
## [1] "fluticasonesalmeterol" "fluticasonesalmeterol diskus"
##
## $`chlorhexidine gluconate oral rinse`
## [1] "chlorhexidine gluconate" "chlorhexidine gluconate oral rinse"
##
## $`potassium chl meq ml d ns`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"
##
## $`isosorbide mononitrate extended release`
## [1] "isosorbide dinitrate"
## [2] "isosorbide mononitrate extended release"
##
## $`morphine sulfate concentrated oral soln`
## [1] "morphine sulfate"
## [2] "morphine sulfate ir"
## [3] "morphine sr ms contin"
## [4] "morphine sulfate oral soln"
## [5] "morphine sulfate concentrated oral soln"
##
## $`potassium chloride replacement oncology`
## [1] "losartan potassium"
## [2] "potassium chloride"
## [3] "potassium phosphate"
## [4] "penicillin g potassium"
## [5] "penicillin v potassium"
## [6] "potassium chloride powder"
## [7] "potassium chl meq ml ns"
## [8] "potassium chl meq ml dw"
## [9] "potassium chl meq ml dns"
## [10] "potassium chl meq ml d ns"
## [11] "potassium chloride replacement oncology"# Find similar drug names in OMOP MIMIC
similar_names_omop <- find_similar_names(omop_drugs_normalized)
print(similar_names_omop)## $`ml morphine sulfate mgml prefilled syringe`
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##
## $`magnesium oxide mg oral capsule uromag`
## [1] "magnesium hydroxide mgml oral suspension"
## [2] "magnesium citrate mgml oral solution"
## [3] "aluminum hydroxide mgml magnesium hydroxide mgml simethicone mgml oral suspension maalox plus"
## [4] "magnesium oxide mg oral tablet"
## [5] "magnesium sulfate meqml"
## [6] "ml magnesium sulfate mgml injection"
## [7] "aluminum hydroxide mgml magnesium hydroxide mgml simethicone mgml oral suspension"
## [8] "magnesium chloride sodium bicarbonate sodium chloride injectable solution normocarb hf"
## [9] "alanine mgml arginine mgml calcium chloride meqml dibasic potassium phosphate mgml glucose mgml glycine mgml histidine mgml isoleucine mgml leucine mgml lysine mgml magnesium ch"
## [10] "magnesium oxide mg oral capsule uromag"
##
## $`no matching concept`
## [1] "hr isosorbide mononitrate mg extended release oral tablet"
## [2] "atenolol mg oral tablet"
## [3] "acetaminophen mg oxycodone hydrochloride mg oral tablet percocet"
## [4] "ascorbic acid mg biotin mg calcium pantothenate mg folic acid mg niacin mg pyridoxine mg riboflavin mg thiamine mononitrate mg vitamin b mg oral capsule nephrocaps"
## [5] "lisinopril mg oral tablet"
## [6] "latanoprost mgml ophthalmic solution xalatan"
## [7] "spironolactone mg oral tablet"
## [8] "clonazepam mg oral tablet klonopin"
## [9] "adenosine mgml injection adenoscan"
## [10] "acetaminophen mg oral tablet mapap"
## [11] "sodium phosphate dibasic sodium phosphate monobasic oral solution"
## [12] "acetaminophen mg codeine phosphate mg oral tablet tylenol with codeine"
## [13] "sennosides usp mg oral tablet"
## [14] "acetaminophen mg butalbital mg caffeine mg oral tablet fioricet"
## [15] "fosinopril sodium mg oral tablet monopril"
## [16] "phenobarbital mgml injectable solution"
## [17] "acetaminophen mg oral tablet"
## [18] "ml enoxaparin sodium mgml prefilled syringe lovenox"
## [19] "ml acetaminophen mgml injection ofirmev"
## [20] "lisinopril mg oral tablet zestril"
## [21] "acetaminophen mg rectal suppository acephen"
## [22] "propranolol hydrochloride mg oral tablet"
## [23] "ml norepinephrine mgml injection levophed"
## [24] "morphine sulfate mgml oral solution roxanol"
## [25] "hr propranolol hydrochloride mg extended release oral capsule inderal"
## [26] "nortriptyline mg oral capsule"
## [27] "acetaminophen mg oxycodone hydrochloride mg oral tablet roxicet"
## [28] "mycophenolate mofetil mg injection cellcept"
## [29] "phenobarbital mg oral tablet"
## [30] "minoxidil mg oral tablet"
## [31] "vecuronium bromide mgml injectable solution norcuron"
## [32] "milrinone"
## [33] "acetaminophen mg oxycodone hydrochloride mg oral tablet"
## [34] "ml norepinephrine mgml injection"
## [35] "fluocinonide mgmg topical ointment"
## [36] "allopurinol mg oral tablet"
## [37] "acetaminophen mg codeine phosphate mg oral tablet"
## [38] "epoprostenol mg injection flolan"
## [39] "acetaminophen mg propoxyphene napsylate mg oral tablet"
## [40] "magnesium chloride sodium bicarbonate sodium chloride injectable solution normocarb hf"
## [41] "potassium phosphate mg sodium phosphate dibasic mg sodium phosphate monobasic mg oral tablet phospha neutral"
## [42] "digoxin mg oral tablet lanoxin"
## [43] "minoxidil mg oral tablet loniten"
## [44] "sennosides usp mgml oral solution senokot"
## [45] "nystatin untml triamcinolone acetonide mgml topical cream"
## [46] "sennosides usp mg oral tablet senokot"
## [47] "nystatin untmg triamcinolone acetonide mgmg topical ointment"
## [48] "mycophenolate mofetil mgml oral suspension cellcept"
## [49] "acetaminophen mgml oral solution"
## [50] "tetrahydrocannabinol mg oral capsule marinol"
## [51] "labetalol hydrochloride mgml injectable solution normodyne"
## [52] "sodium phosphate dibasic mgml sodium phosphate monobasic mgml enema"
## [53] "acetaminophen mgml oxycodone hydrochloride mgml oral solution roxicet"
## [54] "phenobarbital mgml oral solution"
## [55] "acetaminophen mg hydrocodone bitartrate mg oral tablet"
## [56] "amlodipine mg oral tablet norvasc"
## [57] "no matching concept"
##
## $`sirolimus mg oral tablet rapamune`
## [1] "sirolimus mgml oral solution rapamune"
## [2] "sirolimus mg oral tablet rapamune"#This seemed to mostly work, some data analysis is needed. We can however try to see if there are unmapped drugs
# Check for unmapped drugs in OMOP MIMIC
# Find MIMIC drugs not present in OMOP
unmapped_drugs <- setdiff(mimic_drugs_normalized, omop_drugs_normalized)
print(unmapped_drugs)## [1] "lr"
## [2] "ns"
## [3] "ny"
## [4] "sw"
## [5] "amp"
## [6] "bag"
## [7] "dw"
## [8] "dlr"
## [9] "dns"
## [10] "soln"
## [11] "vial"
## [12] "mesna"
## [13] "senna"
## [14] "tucks"
## [15] "acular"
## [16] "exelon"
## [17] "hespan"
## [18] "pletal"
## [19] "propra"
## [20] "unasyn"
## [21] "albumin"
## [22] "aspirin"
## [23] "danazol"
## [24] "dapsone"
## [25] "desitin"
## [26] "digoxin"
## [27] "esmolol"
## [28] "heparin"
## [29] "insulin"
## [30] "lumigan"
## [31] "nadolol"
## [32] "namenda"
## [33] "syringe"
## [34] "tarceva"
## [35] "vigamox"
## [36] "xopenex"
## [37] "atenolol"
## [38] "baclofen"
## [39] "caphosol"
## [40] "cefepime"
## [41] "creon"
## [42] "cromolyn"
## [43] "d ns"
## [44] "diazepam"
## [45] "dostinex"
## [46] "gelclair"
## [47] "glucagon"
## [48] "golytely"
## [49] "naloxone"
## [50] "naproxen"
## [51] "nystatin"
## [52] "rifampin"
## [53] "solution"
## [54] "thiamine"
## [55] "ursodiol"
## [56] "warfarin"
## [57] "tramadol"
## [58] "acyclovir"
## [59] "adenosine"
## [60] "albuterol"
## [61] "bisacodyl"
## [62] "captopril"
## [63] "cefazolin"
## [64] "clonidine"
## [65] "docetaxel"
## [66] "donepezil"
## [67] "doxazosin"
## [68] "etomidate"
## [69] "etoposide"
## [70] "glipizide"
## [71] "glyburide"
## [72] "isoniazid"
## [73] "ketorolac"
## [74] "labetalol"
## [75] "lactulose"
## [76] "lidocaine"
## [77] "linezolid"
## [78] "lorazepam"
## [79] "meclizine"
## [80] "meropenem"
## [81] "metformin"
## [82] "methadone"
## [83] "midodrine"
## [84] "minoxidil"
## [85] "nafcillin"
## [86] "normocarb"
## [87] "oxycodone"
## [88] "phenytoin"
## [89] "quinapril"
## [90] "rifaximin"
## [91] "rituximab"
## [92] "sevelamer"
## [93] "sirolimus"
## [94] "tirofiban"
## [95] "torsemide"
## [96] "valsartan"
## [97] "viokase"
## [98] "vitamin d"
## [99] "trazodone"
## [100] "alprazolam"
## [101] "amlodipine"
## [102] "ampicillin"
## [103] "aspirin ec"
## [104] "calcitriol"
## [105] "carvedilol"
## [106] "cephalexin"
## [107] "cilostazol"
## [108] "cimetidine"
## [109] "cinacalcet"
## [110] "citalopram"
## [111] "clonazepam"
## [112] "cytarabine"
## [113] "daptomycin"
## [114] "dronabinol"
## [115] "duloxetine"
## [116] "famotidine"
## [117] "felodipine"
## [118] "filgrastim"
## [119] "flumazenil"
## [120] "folic acid"
## [121] "fosinopril"
## [122] "furosemide"
## [123] "gabapentin"
## [124] "gentamicin"
## [125] "imipramine"
## [126] "lamivudine"
## [127] "lisinopril"
## [128] "loperamide"
## [129] "meperidine"
## [130] "metolazone"
## [131] "metoprolol"
## [132] "nephrocaps"
## [133] "nesiritide"
## [134] "olanzapine"
## [135] "omeprazole"
## [136] "oxybutynin"
## [137] "paclitaxel"
## [138] "paroxetine"
## [139] "phosphorus"
## [140] "prednisone"
## [141] "pregabalin"
## [142] "ranitidine"
## [143] "sertraline"
## [144] "sucralfate"
## [145] "tacrolimus"
## [146] "tamsulosin"
## [147] "tizanidine"
## [148] "tocopheryl"
## [149] "vancomycin"
## [150] "zonisamide"
## [151] "sodium bic"
## [152] "dextrose"
## [153] "allopurinol"
## [154] "basiliximab"
## [155] "benzonatate"
## [156] "cabergoline"
## [157] "candesartan"
## [158] "carboplatin"
## [159] "ceftriaxone"
## [160] "ceftazidime"
## [161] "clindamycin"
## [162] "clopidogrel"
## [163] "cosyntropin"
## [164] "doxorubicin"
## [165] "enalaprilat"
## [166] "epinephrine"
## [167] "finasteride"
## [168] "fleet enema"
## [169] "fluconazole"
## [170] "ganciclovir"
## [171] "guaifenesin"
## [172] "haloperidol"
## [173] "hydralazine"
## [174] "hydroxyurea"
## [175] "hyoscyamine"
## [176] "methimazole"
## [177] "mineral oil"
## [178] "mirtazapine"
## [179] "neostigmine"
## [180] "neutraphos"
## [181] "ondansetron"
## [182] "pravastatin"
## [183] "propranolol"
## [184] "risperidone"
## [185] "simethicone"
## [186] "simvastatin"
## [187] "tolterodine"
## [188] "vasopressin"
## [189] "xopenex neb"
## [190] "ziprasidone"
## [191] "atorvastatin"
## [192] "azithromycin"
## [193] "clotrimazole"
## [194] "epidural bag"
## [195] "epoetin alfa"
## [196] "erythromycin"
## [197] "fosphenytoin"
## [198] "glipizide xl"
## [199] "heparin crrt"
## [200] "indomethacin"
## [201] "lansoprazole"
## [202] "levofloxacin"
## [203] "mannitol"
## [204] "pantoprazole"
## [205] "phytonadione"
## [206] "promethazine"
## [207] "pyrazinamide"
## [208] "sarna lotion"
## [209] "thiamine hcl"
## [210] "verapamil sr"
## [211] "zinc sulfate"
## [212] "sodium bicar"
## [213] "acetazolamide"
## [214] "acetaminophen"
## [215] "albuterol mdi"
## [216] "ascorbic acid"
## [217] "ciprofloxacin"
## [218] "clonidine hcl"
## [219] "dexamethasone"
## [220] "dicloxacillin"
## [221] "hydromorphone"
## [222] "labetalol hcl"
## [223] "levetiracetam"
## [224] "methadone hcl"
## [225] "metoprolol xl"
## [226] "metronidazole"
## [227] "midazolam hcl"
## [228] "midodrine hcl"
## [229] "moexipril hcl"
## [230] "multivitamins"
## [231] "nifedipine cr"
## [232] "nortriptyline"
## [233] "phenobarbital"
## [234] "phenylephrine"
## [235] "sterile water"
## [236] "sodium bicarb"
## [237] "trazodone hcl"
## [238] "acebutolol hcl"
## [239] "albumin human"
## [240] "amiodarone hcl"
## [241] "amphotericin b"
## [242] "chlorpromazine"
## [243] "clarithromycin"
## [244] "cyanocobalamin"
## [245] "cyproheptadine"
## [246] "demeclocycline"
## [247] "ethambutol hcl"
## [248] "fentanyl patch"
## [249] "glycopyrrolate"
## [250] "heparin flush"
## [251] "heparin sodium"
## [252] "hydrocortisone"
## [253] "loperamide hcl"
## [254] "metoclopramide"
## [255] "norepinephrine"
## [256] "nicardipine iv"
## [257] "nicotine patch"
## [258] "nystatin cream"
## [259] "paroxetine hcl"
## [260] "pyridoxine hcl"
## [261] "sodium bicarbo"
## [262] "spironolactone"
## [263] "tizanidine hcl"
## [264] "vancomycin hcl"
## [265] "venlafaxine xr"
## [266] "calcium acetate"
## [267] "codeine sulfate"
## [268] "dw excel bag"
## [269] "diphenhydramine"
## [270] "docusate sodium"
## [271] "epinephrine hcl"
## [272] "epoprostenol na"
## [273] "famotidine iv"
## [274] "ferrous sulfate"
## [275] "hydralazine hcl"
## [276] "lacrilube oint"
## [277] "lactulose enema"
## [278] "magnesium oxide"
## [279] "multivitamin"
## [280] "multivitamin iv"
## [281] "ondansetron odt"
## [282] "phenazopyridine"
## [283] "sodium chloride"
## [284] "succinylcholine"
## [285] "syringe chemo"
## [286] "nf rasburicase"
## [287] "acetaminophen iv"
## [288] "artificial tears"
## [289] "atropine sulfate"
## [290] "bupivacaine"
## [291] "calcium chloride"
## [292] "capsaicin"
## [293] "carbamazepine xr"
## [294] "ciprofloxacin iv"
## [295] "cyclophosphamide"
## [296] "fat emulsion"
## [297] "fentanyl citrate"
## [298] "gammagard liquid"
## [299] "hydromorphonehp"
## [300] "lactated ringers"
## [301] "levalbuterol hcl"
## [302] "methylnaltrexone"
## [303] "milk of magnesia"
## [304] "morphine sulfate"
## [305] "nitroglycerin sl"
## [306] "oxycodone liquid"
## [307] "phenytoin sodium"
## [308] "pioglitazone hcl"
## [309] "prochlorperazine"
## [310] "promethazine hcl"
## [311] "sodium phosphate"
## [312] "thioridazine hcl"
## [313] "vancomycin enema"
## [314] "albumin g"
## [315] "albuterol inhaler"
## [316] "ampicillin sodium"
## [317] "calcium carbonate"
## [318] "calcium gluconate"
## [319] "cepacol menthol"
## [320] "ciprofloxacin hcl"
## [321] "enalapril maleate"
## [322] "enoxaparin sodium"
## [323] "ferrous gluconate"
## [324] "humulinr insulin"
## [325] "magnesium citrate"
## [326] "magnesium sulfate"
## [327] "megestrol acetate"
## [328] "methylene blue"
## [329] "ns glass bottle"
## [330] "nystatin ointment"
## [331] "pancrelipase"
## [332] "phenylephrine hcl"
## [333] "scopolamine patch"
## [334] "sodium citrate"
## [335] "syringe iv room"
## [336] "tramadol ultram"
## [337] "zolpidem tartrate"
## [338] "acetylcysteine"
## [339] "albuterol neb soln"
## [340] "alendronate sodium"
## [341] "clotrimazole cream"
## [342] "dw glass bottle"
## [343] "fleet phosphosoda"
## [344] "gentamicin sulfate"
## [345] "hydromorphone pf"
## [346] "heparin lock flush"
## [347] "leucovorin calcium"
## [348] "lidocaine patch"
## [349] "lidocaine jelly"
## [350] "losartan potassium"
## [351] "methylprednisolone"
## [352] "montelukast sodium"
## [353] "ns mini bag plus"
## [354] "octreotide acetate"
## [355] "potassium chloride"
## [356] "propofol generic"
## [357] "sodium bicarbonate"
## [358] "tiotropium bromide"
## [359] "tobramycin sulfate"
## [360] "tuberculin protein"
## [361] "valganciclovir hcl"
## [362] "vecuronium bromide"
## [363] "bacitracin ointment"
## [364] "diphenhydramine hcl"
## [365] "dolasetron mesylate"
## [366] "doxycycline hyclate"
## [367] "fondaparinux sodium"
## [368] "hydrochlorothiazide"
## [369] "methotrexate sodium"
## [370] "metoprolol tartrate"
## [371] "morphine sulfate ir"
## [372] "nystatin oral susp"
## [373] "pantoprazole sodium"
## [374] "phenazopyridine hcl"
## [375] "polyethylene glycol"
## [376] "potassium phosphate"
## [377] "prismasate b k"
## [378] "pseudoephedrine hcl"
## [379] "quetiapine fumarate"
## [380] "quinidine gluconate"
## [381] "ranitidine liquid"
## [382] "acetazolamide sodium"
## [383] "albumin gm"
## [384] "ampicillinsulbactam"
## [385] "benzocaine spray"
## [386] "cefpodoxime proxetil"
## [387] "collagenase ointment"
## [388] "escitalopram oxalate"
## [389] "estrogens conjugated"
## [390] "ibuprofen suspension"
## [391] "isoosmotic dextrose"
## [392] "isosorbide dinitrate"
## [393] "levothyroxine sodium"
## [394] "lidocaine viscous"
## [395] "miconazole powder"
## [396] "nitroprusside sodium"
## [397] "pentobarbital sodium"
## [398] "rosuvastatin calcium"
## [399] "timolol maleate"
## [400] "nf ertapenem sodium"
## [401] "albuterolipratropium"
## [402] "atovaquone suspension"
## [403] "bismuth subsalicylate"
## [404] "clopidogrel bisulfate"
## [405] "insulin human regular"
## [406] "mycophenolate mofetil"
## [407] "papain solution"
## [408] "sodium chloride nasal"
## [409] "sumatriptan succinate"
## [410] "vincristine oncovin"
## [411] "acetaminophen liquid"
## [412] "ascorbic acid liquid"
## [413] "cisatracurium besylate"
## [414] "clindamycin suspension"
## [415] "levetiracetam solution"
## [416] "metronidazole flagyl"
## [417] "multiple vitamins liq"
## [418] "ns irrigation bottle"
## [419] "nitroglycerin oint"
## [420] "penicillin g potassium"
## [421] "penicillin v potassium"
## [422] "pentamidineinhalation"
## [423] "sulfamethtrimethoprim"
## [424] "vancomycin oral liquid"
## [425] "acetaminophen wcodeine"
## [426] "chlorhexidine gluconate"
## [427] "citalopram hydrobromide"
## [428] "fludrocortisone acetate"
## [429] "hydrocortisone na succ"
## [430] "influenza virus vaccine"
## [431] "ipratropium bromide mdi"
## [432] "ipratropium bromide neb"
## [433] "metoprolol succinate xl"
## [434] "morphine sr ms contin"
## [435] "oxycodoneacetaminophen"
## [436] "piperacillintazobactam"
## [437] "sevelamer hydrochloride"
## [438] "albumin g ml"
## [439] "artificial tear ointment"
## [440] "butalbitalacetcaffeine"
## [441] "docusate sodium liquid"
## [442] "ferrous sulfate liquid"
## [443] "hydromorphone dilaudid"
## [444] "isotonic sodium chloride"
## [445] "methotrexate sodium pf"
## [446] "multivitamins wminerals"
## [447] "ns glass bottle"
## [448] "nystatin oral suspension"
## [449] "albuterol neb soln"
## [450] "divalproex sod sprinkles"
## [451] "donepezil mg or placebo"
## [452] "hydrocodoneacetaminophen"
## [453] "sulfamethtrimethoprim ds"
## [454] "sulfamethtrimethoprim ss"
## [455] "diltiazem extendedrelease"
## [456] "lansoprazole oral solution"
## [457] "methylprednisolone na succ"
## [458] "nitroglycerin ointment"
## [459] "piperacillintazobactam na"
## [460] "sterile diluent for flolan"
## [461] "amoxicillinclavulanic acid"
## [462] "carbidopalevodopa"
## [463] "dexamethasone sod phosphate"
## [464] "esmolol in saline isoosm"
## [465] "fluocinonide ointment"
## [466] "heparin flush unitsml"
## [467] "hydrocortisone na succinate"
## [468] "isoosmotic sodium chloride"
## [469] "lidocaine jelly urojet"
## [470] "pneumococcal vac polyvalent"
## [471] "potassium chloride powder"
## [472] "sodium chloride flush"
## [473] "clonidine patch mg hr"
## [474] "erythromycin ophth oint"
## [475] "fluticasone propionate nasal"
## [476] "guaifenesindextromethorphan"
## [477] "lansoprazole oral suspension"
## [478] "metformin xr glucophage xr"
## [479] "nitrofurantoin macrodantin"
## [480] "nystatintriamcinolone cream"
## [481] "sodium polystyrene sulfonate"
## [482] "sterile water for irrigation"
## [483] "theophylline oral solution"
## [484] "aluminum hydroxide suspension"
## [485] "cetylpyridinium chl cepacol"
## [486] "ciprofloxacin ophth soln"
## [487] "divalproex extended release"
## [488] "fluticasone propionate mcg"
## [489] "guaifenesincodeine phosphate"
## [490] "morphine sulfate oral soln"
## [491] "oxycodone sustained release"
## [492] "alteplase catheter clearance"
## [493] "artificial tears preserv free"
## [494] "calcium replacement oncology"
## [495] "carbidopalevodopa cr"
## [496] "methylprednisolone sodium succ"
## [497] "oxycodone immediate release"
## [498] "oxycodoneacetaminophen elixir"
## [499] "propoxyphene napapap n"
## [500] "syringe sodium chloride"
## [501] "fluticasonesalmeterol"
## [502] "latanoprost ophth soln"
## [503] "nystatintriamcinolone ointment"
## [504] "sodium chloride hypertonic"
## [505] "amino acids w dextrose"
## [506] "citrate dextrose acda crrt"
## [507] "maaloxdiphenhydraminelidocaine"
## [508] "brimonidine tartrate ophth"
## [509] "heparin flush cvl unitsml"
## [510] "heparin flush picc unitsml"
## [511] "lidocaine epinephrine"
## [512] "potassium chl meq ml ns"
## [513] "sulfamethtrimethoprim suspension"
## [514] "dorzolamide timolol ophth"
## [515] "heparin flush crrt unitsml"
## [516] "olanzapine disintegrating tablet"
## [517] "potassium chl meq ml dw"
## [518] "potassium chl meq ml dns"
## [519] "sodium chloride mini bag plus"
## [520] "heparin flush hickman unitsml"
## [521] "lansoprazole oral disintegrating tab"
## [522] "prednisolone acetate ophth susp"
## [523] "salmeterol xinafoate diskus mcg"
## [524] "hepatitis b immune globulin nabihb"
## [525] "aluminummagnesium hydroxsimethicone"
## [526] "fluticasonesalmeterol diskus"
## [527] "naphazolinepheniramine ophth solution"
## [528] "neomycinpolymyxindexameth ophth oint"
## [529] "chlorhexidine gluconate oral rinse"
## [530] "potassium chl meq ml d ns"
## [531] "bacitracinpolymyxin b sulfate opht oint"
## [532] "dextromethorphanguaifenesin sugar free"
## [533] "isosorbide mononitrate extended release"
## [534] "morphine sulfate concentrated oral soln"
## [535] "potassium chloride replacement oncology"#This is interesting, it seems as though there are a lot of drugs in mimic that are not in omop. I believe this could be the result of the ETL process not being able to map the drugs to the omop standard drug concept names.
#Analysis of impact. I would choose the mimic dataset over the omop dataset. The mimic dataset has more unique drugs. The mimic dataset also has a more comprehensive list of drugs. The omop dataset has a higher number of unique drugs but this is likely due to the ETL process not being able to map the drugs to the omop standard drug concept names. The mimic dataset is the better choice for analysis.
#An advantage of Mimic is how well detailed it is. Omop is rather standardized by comparison and may have multiple drug concepts mapped to the same id. The needs of each study are different and as the lecture videos state - it depends. The completeness of the data and its accuracy are integral to my understanding of how drug names are mapped. The listing of different sources would make omop advantages to a study that encompasses multiple institutions. Data quality checks help to ensure standardizations and how cleanly and accurate the data is. For the purposes of this assignment where I investigated how medications (prescriptiosn) vary across datasets - I choose mimic.